{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **【AI达人创造营第二期】作业四：头颈部咽喉癌病灶分割**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 一、项目背景介绍\n",
    "喉癌和下咽癌是常见的头颈部恶性肿瘤，不仅会导致患者的发音、呼吸和吞咽功能失常，还会严重威胁患者生命。增强 CT 成像是临床评估喉癌和下咽癌的重要手段。然而，头颈癌被认为是放射肿瘤学领域中轮廓绘制最困难和最耗时的疾病部位之一。这项任务通常是人工完成的，是一项耗时且劳动密集型的任务。另一方面，最终的诊断结果容易受到不同医师之间的主观因素影响而存在差异。\n",
    "\n",
    "近年来，虽然喉癌和下咽癌自动化分割算法的研究有了很大的发展，但仍面临一些有待解决的问题。因此，研究一种准确、实用的喉癌和下咽癌分割算法对于治疗方案的制定和放疗总成本的降低有重要意义。\n",
    "\n",
    "本此项目使用UNet模型对3D增强CT图像进行窗宽窗位校正处理，再转存为2D图像后对其进行病灶分割，并使用PyQt5制作的[图形化小工具](https://aistudio.baidu.com/aistudio/projectdetail/2574999)进行本地部署。\n",
    "\n",
    "# 二、数据介绍\n",
    "\n",
    "此次选择的是2021 年（第14 届）中国大学生计算机设计大赛-人工智能应用-人工智能挑战赛-医学影像挑战赛提供的国赛数据集。该数据集为头颈部三维增强CT影像，所有数据均为 NiFTI 格式三维图像，不同患者使用数字格式编号。拥有90个头颈部三位增强CT影像与90个同等格式的标注数据\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/b352df19314b42f78887ea949d050596f581cc4f4f724a3384b2066ad05882fe)\n",
    "\n",
    "\n",
    "* 噪声多，病灶与正常组织对比度不高且边界模糊。所有病人的CT影像维度在XY轴方向上均为512×512，在Z轴方向上处于41-130之间。CT像素间距在XY轴方向上处于0.455mm-0.977mm之间，在Z轴方向上为3mm或5mm。CT值范围处于-1024.0-3071.0之间，噪声区域较多。\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/fb1a712865244efd8c7e0b1fef7df350087b3e886fd14225a23dcd92a4b13bd7)\n",
    "\n",
    "\n",
    "* 各病灶中心点不同\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/e9c968a9c87f47d4b191bb92bef11bda00d44b79235b416b9d677a8214a94542)\n",
    "\n",
    "\n",
    "* 正负样本比例失衡。病灶的总体积以及包含病灶的切片较少，90例数据总共7000+的切片，只有1000左右的切片包含病灶，病灶面积远远少于正常组织和整张图像面积。\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/ee0cf7a51be4476d970d172defec597e275c20ab0b464444b0dbec1580c14ae7)\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **总体方案**\n",
    "\n",
    "## 数据预处理\n",
    "* 对3D增强CT图像进行窗宽窗位的校正并缩放了0到255，减少噪声；\n",
    "\n",
    "* 该数据集的数据每个nii文件的图像横断面只有48~130张切片，与肝脏CT数据平均几百张切片相比，该数据更适合采用2D分割，所以需要将3D 图像转存为2D图像；\n",
    "\n",
    "* 在转存为2D图像之前根据label数据和灰度值将nii图像进行阶段，否则负样本比例太高可能影响模型收敛；\n",
    "\n",
    "* 预留出十个左右的样本作为测试集，预测之后根据3D Dice系数判断模型的优化程度。\n",
    "\n",
    "## 模型搭建\n",
    "* 使用水平反转、高斯噪声等数据增强策略进行数据扩充。因为病灶面积太小，使用缩放的时候尽量放大。\n",
    "* 采用余弦退火学习率下降策略并配合AdamW进行训练能够较快地收敛。\n",
    "\n",
    "## 图形化预测小工具使用\n",
    "这个就得去看[吖查小哥哥](https://aistudio.baidu.com/aistudio/personalcenter/thirdview/181096)的[项目](https://aistudio.baidu.com/aistudio/projectdetail/2574999)啦，我就不多做解释了。\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一，安装相关的依赖库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#安装 nii处理工具  SimpleITK 和分割工具paddleSeg\n",
    "!pip install SimpleITK #专门处理医学格式nii文件\n",
    "!pip install paddleseg\n",
    "!pip install nibabel\n",
    "!pip install imageio \n",
    "!pip install nilearn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "%cd /home/aistudio/\n",
    "#首次要运行\n",
    "!unzip -oq /home/aistudio/data/data97507/traindata.zip -d work/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#导入常用库\n",
    "import os\n",
    "import cv2\n",
    "import time\n",
    "import paddle\n",
    "import random\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import nibabel as nib\n",
    "import SimpleITK as sitk\n",
    "from random import shuffle\n",
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 二、数据预处理\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1 窗宽窗位调整\n",
    "采用了观察软组织的窗位窗位最佳参数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用不同窗宽窗位进行观察"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-26T07:32:16.486614Z",
     "iopub.status.busy": "2022-02-26T07:32:16.485661Z",
     "iopub.status.idle": "2022-02-26T07:32:27.676474Z",
     "shell.execute_reply": "2022-02-26T07:32:27.675172Z",
     "shell.execute_reply.started": "2022-02-26T07:32:16.486570Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(512, 512, 95)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2349: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
      "  if isinstance(obj, collections.Iterator):\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/matplotlib/cbook/__init__.py:2366: DeprecationWarning: Using or importing the ABCs from 'collections' instead of from 'collections.abc' is deprecated, and in 3.8 it will stop working\n",
      "  return list(data) if isinstance(data, collections.MappingView) else data\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n",
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def wwwc(sitkImage,ww,wc):\n",
    "    #设置窗宽窗位\n",
    "    min = int(wc - ww/2.0)\n",
    "    max = int(wc + ww/2.0)\n",
    "    intensityWindow = sitk.IntensityWindowingImageFilter()\n",
    "    intensityWindow.SetWindowMaximum(max)\n",
    "    intensityWindow.SetWindowMinimum(min)\n",
    "    sitkImage = intensityWindow.Execute(sitkImage)\n",
    "    return sitkImage\n",
    "\n",
    "origin = sitk.ReadImage('/home/aistudio/work/traindata/data/001.nii')\n",
    "print(origin.GetSize())\n",
    "mask = sitk.ReadImage('/home/aistudio/work/traindata/label/001.nii')\n",
    "origin = wwwc(origin, 350, 50) # 设置窗宽窗位参数\n",
    "mask= sitk.Cast(mask, sitk.sitkUInt8)\n",
    "#原图和mask叠加在一起\n",
    "new_data= sitk.LabelOverlay(origin, mask, opacity=0.01)\n",
    "data = sitk.GetArrayFromImage(new_data)\n",
    "d = data.shape[0]\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "for index,i in enumerate(range(int(d*0.6)+2,int(d*0.6)+14)) :\n",
    "    plt.subplot(4,3,index+1)\n",
    "    plt.imshow(data[i,...])\n",
    "    plt.axis('off')\n",
    "    plt.subplots_adjust(left=0.0,bottom=0.0,top=1,right=0.8,wspace =0.0001, hspace =0.0001)#调整子图间距\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 窗宽窗位校正\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/2cca0eb9615e45fbb63a0e1fc7b42288fd18482905ab493f8da81e73d2b5cf17)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2022-02-26T07:32:36.835121Z",
     "iopub.status.busy": "2022-02-26T07:32:36.834202Z",
     "iopub.status.idle": "2022-02-26T07:33:32.888372Z",
     "shell.execute_reply": "2022-02-26T07:33:32.887049Z",
     "shell.execute_reply.started": "2022-02-26T07:32:36.835082Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 80/80 [00:56<00:00,  1.43it/s]\n"
     ]
    }
   ],
   "source": [
    "#导入常用的库\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "import SimpleITK as sitk\n",
    "\n",
    "ww = 350\n",
    "wc = 50\n",
    "\n",
    "new_path = \"work/traindata\"\n",
    "new = \"work/new\"\n",
    "def winWid_cen(src_path,ww,wc,file_name):\n",
    "    #设置窗宽窗位\n",
    "    min = int(wc - ww/2.0)\n",
    "    max = int(wc + ww/2.0)\n",
    "    intensityWindow = sitk.IntensityWindowingImageFilter()\n",
    "    intensityWindow.SetWindowMaximum(max)\n",
    "    intensityWindow.SetWindowMinimum(min)\n",
    "\n",
    "    sitkImage = sitk.ReadImage(src_path)\n",
    "    sitkImage = intensityWindow.Execute(sitkImage)\n",
    "    sitk.WriteImage(sitkImage,file_name)\n",
    "    return sitkImage\n",
    "\n",
    "def readNii(src_path,file_name):\n",
    "    sitkImage = sitk.ReadImage(src_path)\n",
    "    sitk.WriteImage(sitkImage,file_name)\n",
    "    return sitkImage\n",
    "\n",
    "if __name__=='__main__':\n",
    "    for file_id in tqdm(range(1, 81)):\n",
    "        src_path = r'work/traindata/data/%03d.nii' % file_id\n",
    "        file_name = '%03d.nii' % file_id\n",
    "        winWid_cen(src_path,ww,wc, new_path+\"/data/\"+file_name)\n",
    "        time.sleep(0.00001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 图像截断\n",
    "根据标注数据和灰度值阈值进行截断，去掉一些多余切片\n",
    "\n",
    "再次之前肯定得进行窗宽窗位的校正并且缩放到0-255，否则图像将是黑抹哒区的一片（当初进行归一化的图像分割出来的结果比没有进行归一化的图像分数更低，这就挺魔性的）\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/6c3a4d32a8c146d1b7efb5502097e88c1b069b95c44e4055bbd4fb5c03a8b388)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "raw_dataset_path = '/home/aistudio/work/traindata'\n",
    "# 预处理后的数据集的输出路径\n",
    "fixed_dataset_path = '/home/aistudio/work/new_traindata'\n",
    "if not os.path.exists(fixed_dataset_path):\n",
    "    os.mkdir(fixed_dataset_path)\n",
    "if os.path.exists(fixed_dataset_path):    # 创建保存目录\n",
    "    os.makedirs(os.path.join(fixed_dataset_path,'data'))\n",
    "    os.makedirs(os.path.join(fixed_dataset_path,'label'))\n",
    "\n",
    "#喉部的窗宽窗位的范围，\n",
    "#350\n",
    "upper = 350\n",
    "#50\n",
    "lower = 50\n",
    "for ct_file in os.listdir(os.path.join(raw_dataset_path ,'data')):\n",
    "    #读取origin\n",
    "    ct = sitk.ReadImage(os.path.join(os.path.join(raw_dataset_path ,'data'), ct_file), sitk.sitkInt16)\n",
    "    #转换成 numpy格式\n",
    "    ct_array = sitk.GetArrayFromImage(ct)\n",
    "    seg = sitk.ReadImage(os.path.join(os.path.join(raw_dataset_path ,'label'), ct_file),\n",
    "                            sitk.sitkInt8)\n",
    "    seg_array = sitk.GetArrayFromImage(seg)\n",
    "    print(\"裁剪前:{}\".format(ct.GetSize(), seg.GetSize()))\n",
    "    \n",
    "\n",
    "    # 将灰度值在阈值之外的截断掉\n",
    "    ct_array[ct_array > upper] = upper\n",
    "    ct_array[ct_array < lower] = lower\n",
    "\n",
    "    # 找到喉部区域开始和结束的slice\n",
    "    z = np.any(seg_array, axis=(1, 2))\n",
    "    start_slice, end_slice = np.where(z)[0][[0, -1]]\n",
    "\n",
    "    ct_array = ct_array[start_slice - 2:end_slice + 3, :, :]\n",
    "    seg_array = seg_array[start_slice - 2:end_slice + 3, :, :]\n",
    "\n",
    "    new_ct = sitk.GetImageFromArray(ct_array)\n",
    "    new_ct.SetDirection(ct.GetDirection())\n",
    "    new_ct.SetOrigin(ct.GetOrigin())\n",
    "\n",
    "    new_seg = sitk.GetImageFromArray(seg_array)\n",
    "    new_seg.SetDirection(ct.GetDirection())\n",
    "    new_seg.SetOrigin(ct.GetOrigin())\n",
    "    print(\"裁剪后:{}\".format(new_ct.GetSize(), new_seg.GetSize()))\n",
    "\n",
    "    sitk.WriteImage(new_ct, os.path.join(os.path.join(fixed_dataset_path ,'data'), ct_file))\n",
    "    sitk.WriteImage(new_seg,\n",
    "                    os.path.join(os.path.join(fixed_dataset_path , 'label'), ct_file))\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 将截断后的3D 数据根据Z轴切割转存为2D图像\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/f4143047517d4f62b1bf5f150703e13b4296fd03430d41af8fc2d4284520dcc8)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-02-26T07:41:05.953508Z",
     "iopub.status.busy": "2022-02-26T07:41:05.952949Z",
     "iopub.status.idle": "2022-02-26T07:41:14.547678Z",
     "shell.execute_reply": "2022-02-26T07:41:14.546731Z",
     "shell.execute_reply.started": "2022-02-26T07:41:05.953468Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 90/90 [00:08<00:00, 10.49it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "897\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "data_path = 'work/new_traindata/data'\n",
    "label_path = 'work/new_traindata/label'\n",
    "count = 0\n",
    "if not os.path.exists('/home/aistudio/work/newdata'):\n",
    "    os.mkdir('/home/aistudio/work/newdata')\n",
    "    os.makedirs(os.path.join('/home/aistudio/work/newdata','origin'))\n",
    "    os.makedirs(os.path.join('/home/aistudio/work/newdata','label'))\n",
    "index_dict = {81,82,83,84,85,86,87,88,89,90}\n",
    "for f in tqdm(os.listdir(data_path)):\n",
    "    fname = int(f.split(\".\")[0])\n",
    "    # 排除后10个样本\n",
    "    if fname in index_dict: \n",
    "        continue\n",
    "    origin_path= os.path.join(data_path, f)\n",
    "    seg_path = os.path.join(label_path,f)\n",
    "    origin_array = sitk.GetArrayFromImage(sitk.ReadImage(origin_path))\n",
    "    seg_array = sitk.GetArrayFromImage(sitk.ReadImage(seg_path))\n",
    "    for i in range(seg_array.shape[0]):\n",
    "        seg_image = seg_array[i,:,:]\n",
    "        seg_image = np.rot90(np.transpose(seg_image, (1,0)))\n",
    "        origin_image = origin_array[i,:,:]\n",
    "        origin_image = np.rot90(np.transpose(origin_image, (1,0)))\n",
    "        cv2.imwrite('work/newdata/label/'+str(count) + '.png', seg_image)\n",
    "        cv2.imwrite('work/newdata/origin/'+str(count) + '.jpg', origin_image)\n",
    "        count += 1\n",
    "    time.sleep(0.00001)\n",
    "#打印转换后的数据量\n",
    "print(count)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-02-26T07:41:54.002346Z",
     "iopub.status.busy": "2022-02-26T07:41:54.001240Z",
     "iopub.status.idle": "2022-02-26T07:41:54.322973Z",
     "shell.execute_reply": "2022-02-26T07:41:54.321825Z",
     "shell.execute_reply.started": "2022-02-26T07:41:54.002304Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#显示某一层喉部图片\n",
    "image = cv2.imread('work/newdata/origin/50.jpg',0)\n",
    "label = cv2.imread('work/newdata/label/50.png',0)\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.subplot(121)\n",
    "plt.imshow(image,'gray')\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.imshow(label*255, 'gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 三、划分数据集 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-02-26T07:41:59.883070Z",
     "iopub.status.busy": "2022-02-26T07:41:59.882356Z",
     "iopub.status.idle": "2022-02-26T07:41:59.898435Z",
     "shell.execute_reply": "2022-02-26T07:41:59.897695Z",
     "shell.execute_reply.started": "2022-02-26T07:41:59.883031Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "完成\n"
     ]
    }
   ],
   "source": [
    "random.seed(2022)\n",
    "path_origin = '/home/aistudio/work/newdata/origin'\n",
    "path_label = '/home/aistudio/work/newdata/label'\n",
    "files = list(filter(lambda x: x.endswith('.jpg'), os.listdir(path_origin)))\n",
    "random.shuffle(files)\n",
    "rate = int(len(files) * 0.8)#训练集和测试集8：2\n",
    "train_txt = open('/home/aistudio/work/newdata/train_list.txt','w')\n",
    "val_txt = open('/home/aistudio/work/newdata/val_list.txt','w')\n",
    "for i,f in enumerate(files):\n",
    "    image_path = os.path.join(path_origin, f)\n",
    "    label_name = f.split('.')[0]+ '.png'\n",
    "    label_path = os.path.join(path_label, label_name)\n",
    "    if i < rate:\n",
    "        train_txt.write(image_path + ' ' + label_path+ '\\n')\n",
    "    else:\n",
    "        val_txt.write(image_path + ' ' + label_path+ '\\n')\n",
    "\n",
    "train_txt.close()\n",
    "val_txt.close()\n",
    "print('完成')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 四、创建DataSet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-02-26T07:42:03.540587Z",
     "iopub.status.busy": "2022-02-26T07:42:03.540109Z",
     "iopub.status.idle": "2022-02-26T07:42:03.948209Z",
     "shell.execute_reply": "2022-02-26T07:42:03.947201Z",
     "shell.execute_reply.started": "2022-02-26T07:42:03.540549Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import paddleseg.transforms as T\n",
    "from paddleseg.datasets import Dataset\n",
    "\n",
    "train_transforms = [\n",
    "    T.RandomHorizontalFlip(),#水平翻转\n",
    "    T.RandomDistort(),#随机对比度，颜色等变化\n",
    "    T.RandomRotation(max_rotation = 15,im_padding_value =(0,0,0),label_padding_value = 0),#随机旋转\n",
    "    T.RandomBlur(),#随机模糊\n",
    "    T.RandomScaleAspect(min_scale = 0.8, aspect_ratio = 0.5),#随机缩放\n",
    "    T.Resize(target_size=(512, 512)),\n",
    "    T.Normalize()#mean Default: [0.5, 0.5, 0.5]  std Default: [0.5, 0.5, 0.5].\n",
    "]\n",
    "val_transforms = [\n",
    "    T.Resize(target_size=(512, 512)),\n",
    "    T.Normalize()\n",
    "]\n",
    "\n",
    "dataset_root = '/home/aistudio/work/newdata'\n",
    "train_path  = '/home/aistudio/work/newdata/train_list.txt'\n",
    "val_path  = '/home/aistudio/work/newdata/val_list.txt'\n",
    "test_path  = '/home/aistudio/work/newdata/test_list.txt'\n",
    "# 构建训练集\n",
    "train_dataset = Dataset(\n",
    "    transforms = train_transforms,\n",
    "                  dataset_root = dataset_root,\n",
    "                  num_classes = 2,\n",
    "                  train_path  = train_path,\n",
    "                  mode = 'train'\n",
    "                  )\n",
    "#验证集\n",
    "val_dataset = Dataset(\n",
    "    transforms = val_transforms,\n",
    "                  dataset_root = dataset_root,\n",
    "                  num_classes = 2,\n",
    "                  val_path = val_path,\n",
    "                  mode = 'val'\n",
    "                  )\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-02-26T07:42:49.839636Z",
     "iopub.status.busy": "2022-02-26T07:42:49.839134Z",
     "iopub.status.idle": "2022-02-26T07:42:50.811381Z",
     "shell.execute_reply": "2022-02-26T07:42:50.810577Z",
     "shell.execute_reply.started": "2022-02-26T07:42:49.839596Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/numpy/lib/type_check.py:546: DeprecationWarning: np.asscalar(a) is deprecated since NumPy v1.16, use a.item() instead\n",
      "  'a.item() instead', DeprecationWarning, stacklevel=1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#预览经过数据增强后的数据\n",
    "#没有显示 ，在运行一次\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.figure(figsize=(16,16))\n",
    "for i in range(1,6,2):\n",
    "    img, label = train_dataset[131]\n",
    "    img = np.transpose(img, (1,2,0))\n",
    "    img = img*0.5 + 0.5\n",
    "    plt.subplot(3,2,i),plt.imshow(img,'gray'),plt.title('img'),plt.xticks([]),plt.yticks([])\n",
    "    plt.subplot(3,2,i+1),plt.imshow(label*255,'gray'),plt.title('label'),plt.xticks([]),plt.yticks([])\n",
    "    plt.show"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 五、模型搭建与训练\n",
    "* 使用的UNet网络，预训练模型是肝脏肿瘤分割的模型，那是三分类模型，可以参考深圳大学的大佬先用相同的参数对其他医学影像数据进行训练，然后再此项目作为预训练模型\n",
    "\n",
    "    lr_schedule：学习率调得很小，配合学习率下降策略更容易收敛\n",
    "    \n",
    "    optimize：之前我习惯用Adam的，但是Adam貌似存在L2正则化失效的问题，所以就改用AdamW了。我还因为使用Adam再一次比赛中被一个榜一大佬点了一次（咳咳，内容就不说了）\n",
    "    \n",
    "    epoch：epoch到达80就到了一个峰值，到达100个epoch得时候mIou其实还在上升，如果有时间可以增多epoch\n",
    "    \n",
    "    batch_size：一般按照1 2 4 8 16 32 64 来设置\n",
    "    \n",
    "    Loss function：这个数据不能使用多分类交叉熵CrossEntropyLoss，单独使用Dice Loss不够稳定，所以就是用了BCE + Dice\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import paddle\n",
    "from paddleseg.models import UNet,AttentionUNet\n",
    "from paddleseg.models.losses import DiceLoss,BCELoss,MixedLoss,CrossEntropyLoss\n",
    "\n",
    "base_lr = 0.000125\n",
    "# base_lr = 0.0000125\n",
    "# 设置学习率  \n",
    "batch_size=16\n",
    "log_iters = int(len(train_dataset)/batch_size /3) #日志打印间隔\n",
    "iters = int(len(train_dataset)/batch_size) * 100 #训练次数\n",
    "save_interval = int(len(train_dataset)/batch_size) * 5 #保存的间隔次数\n",
    "\n",
    "\n",
    "# model = UNet(num_classes=2)\n",
    "model = UNet(num_classes=2,pretrained='work/model.pdparams')\n",
    "\n",
    "#自动调整学习率\n",
    "lr =paddle.optimizer.lr.CosineAnnealingDecay(base_lr, T_max =(iters // 3), verbose=False)\n",
    "optimizer = paddle.optimizer.AdamW(lr, parameters=model.parameters())\n",
    "\n",
    "mixtureLosses = [BCELoss(),DiceLoss()]\n",
    "mixtureCoef = [0.8,0.2]\n",
    "losses = {}\n",
    "losses['types'] = [MixedLoss(mixtureLosses,mixtureCoef)]\n",
    "\n",
    "losses['coef'] = [1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from paddleseg.core import train\n",
    "\n",
    "train(\n",
    "    model=model,\n",
    "    train_dataset=train_dataset,#填写训练集的dataset\n",
    "    val_dataset=val_dataset,#填写验证集的dataset\n",
    "    optimizer=optimizer,#优化器\n",
    "    save_dir='/home/aistudio/output/demo1',#保存路径\n",
    "    iters=iters,#训练次数\n",
    "    batch_size=batch_size,\n",
    "    save_interval=save_interval,#保存的间隔次数\n",
    "    log_iters=log_iters,#日志打印间隔\n",
    "    num_workers=0,\n",
    "    losses=losses,#传入 loss函数\n",
    "    use_vdl=True)#是否使用visualDL\n"
   ]
  },
  {
   "attachments": {
    "1dd28f12-a452-43a3-855f-e87be831ad77.png": {
     "image/png": 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P433XB8aahLx6dbRsDW9PT083oZ7q5bEfHLWeKs513eZBBx1k6mQL+YceekgOPvhgGTVqlLz22mty1VVXGa+QPmDqg+Ypp5wit9xySzUhrzvRn3zyyUb0jxs3zuQ3a9Ysufzyy+WEE04weR155JEmKkEnDuxd+tnsLu7fEQpMYgKJJOT9Oo5q5NIZZ5xhxl2NVNKkgl6975MmTTKTnTomatKlUvraTrqUSf+fePHFF6Vbt25J3FNpOgQSkwBCPjHtQq0gAAF/EIiLkA+1oZzuTqzrw0eOHCkjRowwHvpBgwYZz4oer3bfffeJeq1VINcm5DUUXcWzJhXBGhKvYl13ttf8R48ebYS3esQ1dD1YyOsDo6631LDNb7/91uxIr3naSQW0hr7rg6Z6+PXB0k62kNf19ro5U01CXicttJ2BHnldQqDhn3vvvbeZuNCkEQE6caDeJw0bVQ/Tl19+aZYC6Dp7TXqteu51YyitEwkCEHCOQCIJeT+Mo4MHDzYRV4HjqB2JpOvh7aNJ7YlU/f9AvfUDBgyoGiN1WZOd7MnOxx9/XPbff3/nOgI5QwACURFAyEeFjZsgAAEIREQgLkK+d+/eVZXRkEkVoOpZUdGs4ZNFRUVmwzdNGqKuIZb6cKcCXcPpNQV75HXNuQp/feC79tprRUPp1bOtolzFuopsFeka2q6edRXSmoKFvD4k6lF2OgGg3naNGFBPvnqH9FoV3zoBoEJa66sb6dmpPkJeBbzmpZMWl1xyidlwT8vXDZueffZZ81rD9DVcX9t2zDHHiEYZ6Np+9UhphICu7ydBAALOEUgkIe/XcdT2qut+IXYbdU8T3RdFhb1OyOoY//HHH5vNQ1Xcr1+/3uynohOdGqmgEV16ja6d1wlXewLYuZ5BzhCAQCQEEPKRUOIaCEAAAtERiIuQD6yabtCkgljFu3qqdT2krhVXr7wmDSN/9NFHzd/qhXn77bdDCnkV37rDvIpf3RxJBbiur58/f74R4LNnzzbebQ2nV9GvIjjQI6/Hx+m6eL1XPeAqmDVE/n//+5/JRzfI003wVNTbD5G6Y3L79u1jIuR1p3v9D07rqBs5adJd+3V9vPLQiQRdDqCbQOlkhj6gatLQf11zrw+/qamp0VmduyAAgYgIJJKQ9+M4qhOTuhSpefPmZuzViVhNOm7rPiY6CavRVSrwNbpKTwqxk26IpxFTDzzwgBnzdbzUpJO2+n8LCQIQcJ8AQt59G1ADCEDAvwQcE/L1QabHC+nRcJ07dw6bzapVq8w6er1WxXdgUvGr4l1D9EOlDRs2mN3l1bOjXm9N+lq9PY0aNTJeHj3ySMNBNQxelwM4kfQ/Op1Q0HXzejxecNL2qadeH3K1riQIQCA+BNwW8vVppR/HURX22q7gsVInanWtvZ72oZMCJAhAIDEIIOQTww7UAgIQ8CeBhBTyiYT666+/NiH6GvKvR8SRIACB5CHgZSGfSFZiHE0ka1AXCMSPAEI+fqwpCQIQSD4CCPnkszkthgAEIiSAkI8QFJdBAAIQCEEAIU+3gAAEIOAcAYS8c2zJGQIQ8DgBhLzHDUj1IQABVwkg5F3FT+EQgIDPCSDkfW5gmgcBCERPACEfPTvuhAAEIICQpw9AAAIQcI4AQt45tuQMAQh4nABC3uMGpPoQgICrBBDyruKncAhAwOcEEPI+NzDNgwAEoieAkI+eHXdCAAIQQMjTByAAAQg4RwAh7xxbcoYABDxOACHvcQNSfQhAwFUCCHlX8VM4BCDgcwIIeZ8bmOZBAALRE0DIR8+OOyEAAQgg5OkDEIAABJwjgJB3ji05QwACHieAkPe4Aak+BCDgKgGEvKv4KRwCEPA5AYS8zw1M8yAAgegJIOSjZ8edEIAABBDy9AEIQAACzhFAyDvHlpwhAAGPE0DIe9yAVB8CEHCVAELeVfwUDgEI+JwAQt7nBqZ5EIBA9AQQ8tGz404IQAACCHn6AAQgAAHnCCDknWNLzhCAgMcJIOQ9bkCqDwEIuEoAIe8qfgqHAAR8TgAh73MD0zwIQCB6Agj56NlxJwQgAAGEPH0AAhCAgHMEEPLOsSVnCEDA4wQQ8h43INWHAARcJYCQdxU/hUMAAj4ngJD3uYFpHgQgED0BhHz07LgTAhCAAEKePgABCEDAOQIIeefYkjMEIOBxAgh5jxuQ6kMAAq4SQMi7ip/CIQABnxNAyPvcwDQPAhCIngBCPnp23AkBCEAAIU8fgAAEIOAcAYS8c2zJGQIQ8DgBhLzHDUj1IQABVwkg5F3FT+EQgIDPCcRUyD/11FMG14ABA6R9+/bV0P3vf/+TVatWScuWLeXkk0+WlJSUqs8/++wz6devn3m9evVqefXVV83fxx13nLRr1878PX78eCktLTV/n3jiidKmTRufm4bmQQACbhNIJCE/a9Ys2WeffSQ9Pb0aFh0zdXytqKiQSy65pNZx9OWXX5a1a9dK165d5YgjjnAbL+VDAAI+J4CQ97mBaR4EIOAqgZgJ+UceeUSOPPJI6dmzp4waNUqGDx8u2dnZpnFz5swRFetXXXWVTJ48WXr37m0eJD/99FOZMWOG7LzzzvKXv/zFXDt27Fg55ZRTzOf33Xef3HDDDVJQUCATJ06UoUOHugqLwiEAgeQikAhCfv369fLOO+/It99+K3fddZdkZmZWGSE/P18efPBBM07OmzdPpk+fLtdff72MGzduh3F00qRJkpOTI8cff7wZZwcNGiS77757chmU1kIAAnElgJCPK24KgwAEkoxAzIS8PkyqUNf08MMPy0EHHST777+/ea3edH2tD41LliyRF154QW688Ubz2Zdffik///xzlZC/9957zSSApscff1wOPfRQyc3NNZMBgwcPTjLz0FwIQMBNAokg5O3233///fL3v/+9mpCfOXOmfP/993LRRReZy2677Ta5+eabjbgPHkcnTJhgPPbdunWT2bNny6JFixhT3exclA2BJCCAkE8CI9NECEDANQIxE/Lqkf/b3/5mGqIPjB07dqwK3VSx/vnnn8vVV18tr732msydO9c8bIYS8nfffbd5uFSP/IgRI2TIkCHGY79w4UJR79Mnn3wiF154YY2h9UVFRVWRAK5RpWAIQMAXBBJdyH/wwQeyZs0aOeusswxvHT+vueYaeeCBB3YYR3UcbtasmfHU66RAhw4dahTyjKO+6L40AgKuE0DIu24CKgABCPiYQMyEvHrh1Vuk6emnn5bddttNDjnkkCp0L730kmzatEkaNGhgHjxt732wR1499m+//ba5b+PGjXLOOedUrZPX95577jnp1KlT1Zr6YNuo4M/KyvKxyWgaBCAQSED33QheNx4rQoku5D/++GNZunSpnHfeeabJd955pwmt1zE21Dg6ZcoUM662bt1aUlNTzX4joRLjaKx6EPlAwBsEnBpHEfLesD+1hAAEvEkgZkJ+zJgxVeHy+jB56623hiTy3nvvSdu2baVHjx7m82AhH3jTY489JldccYXxxqt416Te/u7du0vfvn1D5r9s2TKTf+Bmet40DbWGAATcJpDoQn7BggWi4lzD6NetW2eWI2m0U+DEhj2OBrLU0HvdTFTH0lCJcdTtnkf5EPAHAYS8P+xIKyAAgcQkEDMhr2vYdUOmFi1amA3vDj74YLOhku6MrCJcd0suLy+X5s2bm9BO9QaFEvIq9FW46wZPuu5T89uwYYNMmzZNNNyzcePGZpOmvLw8HkATs09RKwj4hkCiCvkffvhBNKxelzO9++67og/LW7dulVNPPdWcGBJqHNXd7e1xuE+fPrLffvvVaCeEvG+6MA2BgKsEEPKu4qdwCEDA5wRiJuQThRMPoIliCeoBAe8TSCQhH0+ajKPxpE1ZEPAvAYS8f21LyyAAAfcJIOTdtwE1gAAEEpQAQj4lQS1DtSAAAS8QQMh7wUrUEQIQ8CoBhLxXLUe9IQABxwkg5BHyjncyCoCAjwkg5H1sXJoGAQi4TgAh77oJqAAEIJCoBBDyCPlE7ZvUCwJeIICQ94KVqCMEIOBVAgh5r1qOekMAAo4TQMgj5B3vZBQAAR8TQMj72Lg0DQIQcJ1Awgh53aXe3lH59NNPl2bNmlWDo5+tXbtWunbtanbCrymxSZPrfYoKQMA3BBDyCHnfdGYaAgEXCCDkXYBOkRCAQNIQSAghr8cmPfDAA3L11VfL0qVL5cUXX6x2FvKkSZMkJydHjj/+eHOknR4/t/vuu4c0EkI+afouDYWA4wQQ8gh5xzsZBUDAxwQQ8j42Lk2DAARcJ5AQQn7u3LnmTOSrrrrKALn77ruNqFfxrum6666TSy65RLp16yazZ8+WRYsWyeDBgxHyrncfKgABfxNAyCPk/d3DaR0EnCWAkHeWL7lDAALJTSAhhPzMmTNl3rx5cvHFFxtrjBs3ToYOHSq5ubnm9fjx402o/SmnnCL333+/dOjQASGf3P2W1kMgLgQQ8gj5uHQ0CoGATwkg5H1qWJoFAQgkBIGEEPJz5swR/bnssssMFA2fv+KKK6qEvL43ZcoU2bhxo7Ru3VpSU1PlxBNPDAlw4cKFkpWVlRBwqQQEIOA8gZYtW0p6erojBSHkEfKOdCwyhUCSEEDIJ4mhaSYEIOAKgYQQ8mvWrJHHH3+8al38zTffLCNHjpTMzMwdoDz00EMyYMAA6d69e0hgrJF3pR9RKAR8SQAhj5D3ZcemURCIEwGEfJxAUwwEIJCUBBJCyCv5jz76SH7++WcpLCw0IfSdO3eWMWPGyMCBA6V58+ZVO9r36dNH9ttvvxqNhZBPyn5MoyHgCAGEPELekY5FphBIEgII+SQxNM2EAARcIZAwQj5WrUfIx4ok+UAAAgh5hDzfAghAIHoCCPno2XEnBCAAgXAEEPLhCPE5BCCQtAQQ8gj5pO38NBwCMSCAkI8BRLKAAAQgUAMBhDxdAwIQgEANBBDyCHm+HBCAQPQEEPLRs+NOCEAAAuEIIOTDEeJzCEAgaQkg5BHySdv5aTgEYkAAIR8DiGQBAQhAAI88fQACEIBA3Qgg5BHydesxXA0BCAQSQMjTHyAAAQg4RwCPvHNsyRkCEPA4AYQ8Qt7jXZjqQ8BVAgh5V/FTOAQg4HMCCHmfG5jmQQAC0RNAyCPko+893AkBCCDk6QMQgAAEnCOAkHeOLTlDAAIeJ4CQR8h7vAtTfQi4SgAh7yp+CocABHxOACHvcwPTPAhAIHoCCHmEfPS9hzshAAGEPH0AAhCAgHMEEPLOsSVnCEDA4wQQ8gh5j3dhqg8BVwkg5F3FT+EQgIDPCSDkfW5gmgcBCERPACGPkI++93AnBCCAkKcPQAACEHCOAELeObbkDAEIeJwAQh4h7/EuTPUh4CoBhLyr+CkcAhDwOQGEvM8NTPMgAIHoCSDkEfLR9x7uhAAEEPL0AQhAAALOEUDIO8eWnCEAAY8TQMgj5D3ehak+BFwlgJB3FT+FQwACPieAkPe5gWkeBCAQPQGEPEI++t7DnRCAAEKePgABCEDAOQIIeefYkjMEIOBxAgh5hLzHuzDVh4CrBBDyruKncAhAwOcEEPI+NzDNgwAEoieAkEfIR997uBMCEEDI0wcgAAEIOEcAIe8cW3KGAAQ8TgAhj5D3eBem+hBwlQBC3lX8FA4BCPicAELe5wameRCAQPQEEPII+eh7D3dCAAIIefoABCAAAecIIOSdY0vOEICAxwkg5BHyHu/CVB8CrhJAyLuKn8IhAAGfE0DI+9zANA8CEIieQCIL+V9//VWmTp0qe+yxh5x00knVGvnpp5/Kb7/9Jnvuuad89dVXcskll5jPx4wZI8ccc4z5u1u3btKwYcOQcJYtWyZt27aVlBSEfPS9hzshAAGEPH0AAhCAgHMEEPLOsSVnCEDA4wQSVchv3LhR3nzzTcnMzJTs7OwdhPzo0aPl5ptvNvTvv/9+OfnkkyU9PV0+++wzGTJkSFirIOTDIuICCEAgAgII+QggcQkEIACBKGiKB9IAACAASURBVAkg5KMEx20QgID/CSSqkLfJT5kyJaSQf+ihh2TYsGHmshdffFFatGghTZo0kX/961/mPfXKn3baaTUaECHv/75NCyEQDwII+XhQpgwIQCBZCSDkk9XytBsCEAhLwE9C/uijjzbtLS4ulkcffVQOPfRQ2W+//UIyWLhwoWRlZYXlwwUQgIA/CLRs2dJE7cQ6IeRjTZT8IAABCGwn4IqQX7VqlSxfvtw8KPbs2XOHdZi6plNTx44dZaeddjJ/f/PNN1JeXm7+Zm0nXRgCEIgHAa8K+XHjxsm1115rED388MMyYMAAs+Y9Ly/PvDdp0iTzWsV8qIRHPh69izIg4H8CCHn/25gWQgAC7hGIu5Bfu3at3H777WbTpXfffVfS0tLk1FNPrSLwwgsvSIMGDcyazhtuuEHuu+8+85l6kK688sqwpHgADYuICyAAgQgJeEnI6+Z2EyZMkJEjR8rTTz9tJjz79+8vdpj97NmzTYi9bnA3atQoueaaa8xkKUI+ws7AZRCAQJ0JIOTrjIwbIAABCERMIO5CfsaMGbJ+/XoZOHCgqOh+8MEHzWZMdho7dqycc845xlv0wAMPyNChQ0U9+DNnzpSzzz47bMMQ8mERcQEEIBAhgUQX8jrepaamSps2bSQ/P18WLVokPXr0kJKSEvn+++9NKwMjmPS9rVu3Srt27URDaWtKjKMRdhAugwAEaiWAkKeDQAACEHCOQNyFvG7OpOH0+rCp3nn1DN19993SqFEj08rPP/9c5s6dK/vvv7/MmTNHLr30UlmwYIF88MEHZm2nruE699xzazw2acmSJcbrxLFJznUacoZAIhHQXdudSoku5J1qN0LeKbLkC4HkIoCQTy5701oIQCC+BBJOyGvY/eDBg43Yv+mmm4xo17/tpKGj3bt3l759+4YktXjx4hpFfnzRUhoEIBAPAs2aNXOsGIQ858g71rnIGAJJQAAhnwRGpokQgIBrBOIu5HXTOl3Lefrpp4uKbl0Tr4LdToGbNE2dOlUaN24svXr1qgoDfe6556RTp07Sr1+/kNDwJLnWlygYAr4jgJBHyPuuU9MgCMSRAEI+jrApCgIQSDoCcRfyGzduNOvi9SgkDZk/6qijTMi8vUnTSy+9ZMLsd9llF9H19Oedd55s2LBBNGReN8b74osv5MILLzTh86ESQj7p+jANhoBjBBDyCHnHOhcZQyAJCCDkk8DINBECEHCNQNyFvNMtRcg7TZj8IZA8BBDyCPnk6e20FAKxJ4CQjz1TcoQABCBgE0DI0xcgAAEI1EAAIY+Q58sBAQhETwAhHz077oQABCAQjgBCPhwhPocABJKWAEIeIZ+0nZ+GQyAGBBDyMYBIFhCAAARqIICQp2tAAAIQwCNfjQBLlPhKQAACsSCAkI8FRfKAAAQgEJoAQp6eAQEIQAAhj5DnWwABCMScAEI+5kjJEAIQgEAVAYQ8nQECSUSgokJk3foyWbykVFKsqOmdW6dJ0yZpkpNDCHWobkBoPf0iiYYHmgqBmBNAyMccKRlCAAIQQMjTByCQbAT+/LNcpn9YKKtWl0n79ulSXiaybHmpwdC6VZr07pUtnTulJxuWWtuLkEfI84WAAASiJ4CQj54dd0IAAhAIRwCPfDhCfA4BDxMoLxdZ8HuJ/PBjsWzaXC67d8+Url0yLC98qmlVUVGF/PFnmRH3CxeXyPr15dK4Uaq0bJEmHTtkSPt26cZzH0lSb39JSYVkZkZ4QySZunwNQt4/tnS5K1E8BJKSAEI+Kc1OoyEAgTgRQMjHCTTFQCCeBLZsqZDFS0vk2++Kpay8Qrp1yZSePTIkN6dSwNeUtljCfpEl6DX0fsPGMsnPr5AOlve+WdNUS6SLFBdXVP1s1ddby83rEsuxr5MGaWkiA47OlbZt/OHZR8gj5OP5vaUsCPiNAELebxalPRCAQCIRQMgnkjWoCwRiQODrb7fKF18WGc/4UYfn1itcXsX53HlbZd2GcsnOSjFr6St/Uq1JAet3duXfGRkxqHgCZoGQR8gnYLekShDwDAGEvGdMRUUhAAEPEkDIe9BoVBkCwQTWri2TH34qNp70ppb3vHevLLORXXp6bIWYbpSn6+qXrSiT5ctLrL/LzOZ5GravP5utn3vv3EkO2D/bF0ZCyMe2//iiU9AICEAgYgII+YhRcSEEIACBOhNAyNcZGTdAIDEI6OZ1K6217T9aAn7TpnJrXXuq9Norq15h7Zvzy2WD5X1fv6FM1liTA78tLJH5v5aYcPtVa8okw4qYb9QwVRpZ6+gbWr91x/tdrDD6XdqmW+Vaf++SLq1bppsQez8khDxC3g/9mDZAwC0CCHm3yFMuBCCQDAQQ8slgZdroKwKr15TKp58VyWpLaGdboe2H9cuRLrtGF9uuec2cZYXizyqyfhcZ8W6nnZqlyYF9suSgPjmyT+8s6WitlU+2hJBHyCdbn6e9EIglAYR8LGmSFwQgAIHqBBDy9AgIeIDAylWl1s7z6hW3dpWzdofvsVumOUJOxXaku8prM3VX+QnPbZK33iuUFSvLpGnjVLOLfbeumdKlc4bZrb5Zs1STr3rekz0h5BHyyf4doP0QqA8BhHx96HEvBCAAgdoJIOTpIRBIUAK687weHffTz8Wiu8nvbJ313t06Pq6DdSRcXZIeC6dr5995r0AmTsq3jpRLkzNOayjHHJkjeXmI9dpYIuQR8nX5rnEtBCBQnQBCnh4BAQhAwDkCCHnn2JIzBKImsHJVmUx7NV8aWx7zfgdlmzPdo0m6Ed3osRstEV8o3btmyD/ubR51XtGU7/V7EPIIea/3YeoPATcJIOTdpE/ZEICA3wkg5P1uYdrnKQIa+v7BR1tkzboy2WfvLNmtW2ZUG8d99kWRPD9ps/w8v9gcQTfo5DwrrwwrL4RZXToEQp7+Upf+wrUQgAAeefoABCAAgXgRQMjHizTlQCAMAQ2j1/PfG1tr0w89JEeaWN74uqSCggqZ/XWRTJi42ToerkSOOiJXzj+7odlRnhQdAYQ8Qj66nsNdEICAEsAjTz+AAAQg4BwBhLxzbMkZAhERUC/8W+8UyvKVpdL/yFzpGsUO9C+/ViA3377elHfzDU3l3DMbRlQ2F9VOACGPkOc7AgEIRE8AIR89O+6EAAQgEI4AQj4coQT6XM8N/31RiRQUVkhJsfVjCcBS67Sw8rIKKSsXKdO/y62/rd/mx/q7wnrf2uus8re165lufBb8o7uep1jO32ZN0+RoawM0PR+cFB8CupHdnK+3SmtrI7sD9s8257NHmlZb57pPfHGzTP+gUJo2TZWLLmgs+++bJY3rkEekZSXrdQh5hHyy9n3aDYFYEEDIx4IieUAAAhAITQAh74GesX5Dmfz4U7Es+K3EEmxpkpWVIulWtHRGRopkWj/md6b+lh1e65roVOtZPDXN+rH+SLV0ov6kmd+VrzVZml/em14o66yyThiQV+ewbg9gTKgq6qTMl3O2yqrVpdJnvyxrI7rMiI6R0wma+QuK5X9vFMhb7xbKrp0y5NyzGsqRh+UkVPv8UhmEPELeL32ZdkDADQIIeTeoUyYEIJAsBBDyCWzp0tIKeWf6Flm0uMQ6MizDeMuzs519sP5kxhbrvPJiOfP0hpaHPnLvcAJjTLiq6YTMO9akiYrw/kflSHqEG9AtXloiw29dL3PnFcth1hr6kTc2M558knMEEPLOjjfOWY6cIQCBRCCAkE8EK1AHCEDArwQQ8gloWQ2Z/ua7rbJ8eal06ZIhPXfPlOY7xUewqcf3hx+3yrdzi6XfwTnSuWN8N0ortpYMpFix/hpd4Lekyx/e/7BQ1lo70h/SN8dsQmdHRNTW1tfeKpCXpuTLkqWlcuZpDeS4Y3Olk3UcXST3+o1hvNuDkEfIx7vPUR4E/EQAIe8na9IWCEAg0Qgg5BPEIrpuXQX8d/O2ip4h3r5duuzTK0uaNHHWK67r7JcuK7W8/qUmtLtFizRpaf3o+eNzvtpqwr67WWHfTotGbf+vlqf6UysiQJcDHHpwtrTbJd0sG/BLmv9ricycVSQnnZAnTcPYddPmcrOD/aNP/mn2NDjh2Dw5/5wGkpfnbH/wC+tYtQMh75/vX6z6BPlAAAKRE0DIR86KKyEAAQjUlUDCCPmlS5fKmDFjrE3ayuS2226Ttm3bVmvLE088Id98843ssssucuutt9bYzmXLlpl71avrlZRfUG6teS6UjRvLZI+emdL3wGzJSHe2/hs3lsuLk/PluUmbREVjulVepuUFL9yiW+OJNMhLkd7WOeY5Vij/4FMaysF9sx3F+cv8EplueasHndzAbOL3huWF1k33jumfayYWvJ6WryiV198slLMGN5DGYY6V++DjLXLbXRukqKhc7rljJ+lvHSNHcocAQt7Zccgdq1IqBCAQLwII+XiRphwIQCAZCSSEkP/zzz/lwQcflBtvvFHy8/PlgQcekJEjR1re2Mr46vfff1/0mkGDBsnzzz8vHTt2lH79+oW0l9eEvO5a/unnRdLb8r5365rh2I7jKtw/trzdGtr9+6JS2bSpXA4+KFsOt9Zad7PC9ztaodo696Eb62lkwJq1ZaJ1m/dDsXz9XZEl8lPNeuxWLdNk990yZV9L5O9j/egme/VNuoxg7vfFMsAS7a22rfneUlQhv8wvtkL8t1re6zTpZ00k7NTMm4JeTxn47yv5soe1REInR2qaY3rlNZ1YyTcTGRf+pZEccWhOnXaxr68duH9HAgj5+n+/6VcQgEDyEkDIJ6/taTkEIOA8gYQQ8uppnzFjhlx55ZWmxffcc48MGzZMcnIqd+L+7rvvRAX6CSecYIT8nnvuKb169fKFkNfdxzt3zDCe+FgmDcf+5ddiI5D1eLIfrF3v2+ycbtbbH3V4jjnqLFIRvvGPcpk8NV9WWjusa4j9Umvt/vIVZVJYWC59D8iWoyyPcacO6Va0RLrZNT/SVG6tGf/eWo8/c9ZW6WpNJuhO+gt+LzG3qxe+keWRT7F21tflBkVWpIBOduy9V6bsFKf9AiJtR23X6YaFr71ZYE3QpMmRFvfgVGiJ/NlfFcljT/8pBQUVcsagBtZGgw0k2zqZgOQ+AYQ8/dD9XkgNIOBdAgh579qOmkMAAolPICGE/MyZM2XevHly8cUXG2Ljxo2ToUOHSm7u9pDi6667TjZv3mw+HzVqlLRu3drzQl43dpvw3Ca59MLGMe0pK1aVyvBb1stX32w1O6NfeEEjOf6Y3IiFe6jKaF2nWl5l3WH9tFPyzDp2XUc/ydqEbfyzm2Sr9bmegX6WtRnb+ec2Crvj/R9/Wmegv5BvjlHT+trpCOsYNZ2E0J36ly8vkxJLCAen3NxUM3HQydqIr+uumdK9W4bs3i3TrO9PtPSZFW2h+w+cc2aDHfYZ+NqKRLjxtvWy1op+uPG6pjLYEvGkxCKAkEfIJ1aPpDYQ8BYBhLy37EVtIQABbxFICCEfziN/xx13yIABA6RPnz7Gc//jjz9Wif5g3AsXLrTOWc/yhBV++z1LVq0ROfjArTGp7y+/pshL/xUrJL7U2iyuTI4/Nk06to+duNUd7b+Zmy6b87Okz75bJS/XFuApsmhJqfz2u7VB3tcpMtv6adQwTTpYZffZT2T37hWycFGK5X1PkcVLy62z08sk3/I+t905TQ45uFi6dEqRnVunWj9p1cSuCvotlideQ9PNj3XPn5sq5KdfLG6r0yzvf7FUSKm1FECspQBirfVPNWv6GzRIlYYNUsxPY2uOpFVL66eFWPWpkC6dKxzfuM825uIlWTLvxzTLFoUWj+0m/nJOivzHstOq1SVy2snl1vKGdGvZAJvYRfslaNmypbXHgzOnK/hNyOv4qUuVrrnmGut7UvPEkdeWKEXbd7gPAhBwlgBC3lm+5A4BCCQ3gYQQ8sFr5B9//HEZPny4LFiwQNq0aSPPPPOMHHzwwUbI//rrr/LFF1/I+eefH9JyXnkA1bDyKdPypbu1Ln5vK2Q82qT5aNj8sy9ski+sEPVjrLPm/zqkkdn13qmku6nP/X6r2c2+R/fMqnXtdnlap1lWuPiH1qZt31lnnm+wNvFrYm3w1qF9huxpLSHIstbV6xr4Y/vnWOK97vVUgT/XCrefZ513X2JFAjRtmmZFAFih+I1SrA3iKmTDhnJZb5Wp6/31qLf11uvN1oZ+uu6/orzCnMF+qB6tZ0Ur6M74TiRt8xtvFcoh/XKsyZR0E73w9bdbrTXwm81ExkBr5/qLrHXwOTl4PJ3gH6s8/STkdTxdu3atfP7553LppZci5GPVScgHAhCokQBCns4BAQhAwDkCCSHktXnqSb/vvvuMN103vtOku9gPHDhQevbsaf5etGiRJdYaydixY2sk4hUhr57mF/+zWU4ZmBf1Jm7LV2oI/TpLIBbL6ac2kDtuaeZcTwnKWcX0+x9tMRvSZVte8GOtjer0XPRwSY9f05D/s89oGDb8Plxe+rmG/OvmfCssFitWVm7UV1a2PRxfPfQ7W57/ttb+AN2t8HsV9v9+fpNMnlYgun69ZfM0uchaenDqQD3aLTaiWicpJk3eLHvvmWU2BvzHo3/I8y9ttiIYUmX4tU3k9FMIoY/EtolwjZ+EvM1Tly4h5BOhd1EHCPifAELe/zamhRCAgHsEEkbIxwqBV4T87wtLrDD0rXKGtaa8rkl3cn9qwiazq/yJx+VZ4dkNrF3nw4voupYTyfXq6V68tNR43nU39l07pctee1jH1oXwNH/82RazXnzg8dY56k2dCSXXCQb1yuvPFuv4NhXVf1ib9W2wvPO/Wcx3aZsh+++bZSIEdDnAfGtDwOkfbpGvLG95851SzVp7Xaevu+Tn5tS9jqXWagNd96+7/S9aUiK/LiiWfgflyCBLvOuu9bm5sZksiMQ2XFN/Askq5L20RKnSyilmbw39sdP2v63P9E3rjcrf266vurB6P7HzsYJ3rAgek3VV3hUV9ve38s3Ka+18tZwK6/LK33bScdEuN/DvbdXW7M1P5T96pZWD9bepdeUflTmal3qRVYb129oHtLI881bleykp2++vtruIDcM+MsNqR2Vd7RKDvyuV7QxsR+AV26pVWT2rTJNtZVUrm2XqEszVrpHaKvDvSoZVNqxsTiVH63e5ZYjKqytf6wuN+rILq8yq8v5qaVsRdkmBdhVt/7Z87Perfms5Vv6mqKo+ZdWh3Lar3dcqy9R+Ypuqxrpsq1i3Ltv3gwkm7vZrp5YoIeTdtizlQwACfiaAkHfJui//r8AcN6e7yEea9CzyBx/7QzS0/eijcuX/zm8k7SLwgkeaf32v+3VBibUOvlg2WmHlXbpkym5W+3SHeX1IU0/8QuvYuwHWpnstLC+4G0mjIL6cbW0+ZwlsDavvZU042Ge65+eXy+czi8xZ9vOtdqy0wt/bWGH/u3ZOt9bVZ5jr9fg7nYAwYfzWjvq6g7+d9AFuiTWh8crrBTLl5XxpYm38d2i/bDnHijyIJFLBDR6UGZ5Asgr5ukyI6qkSGg2j+17k51f+Ligol0Lr+7ZlizWZpr+tCbWtWyt/KoWZiiVbCAeIJhVQRhhvF+blVoSNiiVzX4D4Mq+t681n21RX+TahbfK29Z0RZIGStfIzU4oRtKHTdnFd+XmwMN3h88qrtmW2LVej3AP+Dhwwgi7dVkqVeA6eENg+2FT+ZUvXqvoHCVf7+kB5u10+h+/7tV1RfZJg20RFVduCXm97v4pfCM0dSK4aRvveHS4IkO0RzI0qy0q1XTlBYCvv7RMP21trT0oE86tm/2r5VFausifZ/SyYXuUsx8uTWrv2/1/9LB793Qj56NlxJwQgAIFwBBDy4Qg58Pkmy4s9aXK+nGUdM2YLyXDFbLaE5gmDVhrh//hD1s5tCZz0SLVPrTPr9Sg5Fb4N8lJl6bJSOe/shtYxbHX3cse6qeqtf/PdQllphePrMXz79t7xbHf1+GjUxKyvtsqsOVusDfy2WhMU6gaqTNomPQ5Pvfu7WV58Xfv+6edbpJm1ad2Ykc2ttfHZsa42+blAACEfXiWNGLlePvqkUHKy0iTbOmFRo3F0GYmeLtHAWq7SUDeftL73ja3JL92AUo+9TLVOvUizXMqpqdbmk+Zvsf7W90XS1Nts/dbP9JSMDOtIywzrHvM7Xa+13tffep91ne5zWPW39Z4KLn2tE23B4tuFLkSREEhqAgj5pDY/jYcABBwmgJB3GHCo7H+eX2I81Oed1cA8kIZLM74oklvuWC9nD7aOdjunkVmT7oX056ZyE0qvExe99sw0XuxEShrhMGvOVstzqPXLkj161B4doZMpKuZ1Izv9WWyF5utkxRprXX7bNulGOOg58LtZGwCS/EHAj0J+/vz50rlz51p3+q+LR94flqYVEICAEwQQ8k5QJU8IQAAClQQQ8i70hHenF0pDS9QedEDtXlv1Cr9qhWo//Pgf5qz5M6319HiYYmswZawb9n1j7TuQmZEqB/bJMjvpq6cv0qQRCP97I1+6WGfa77dP9CcQRFoe18WPgB+FfCT0EPKRUOIaCEAgHAGEfDhCfA4BCEAgegII+ejZRX3nv/69Sc45s0HYzdSembhJxj30hzz1SEuz+RrJWQK6iaDuP9CqZZocf2yeiXwwZ9lbofiFheXmLPtCXQdcUGZeFxaK9V65/PlnuVkiMcjadDBw3byztSX3eBBAyHsj+icefYEyIACBuhNAyNedGXdAAAIQiJQAQj5SUjG6TjeE082h9Li42tKd92yU198ukCes9fC6FpsUHwKbrOUA3/9UbE4EKCurXH+r595nZqVI9rbfWdbf+l629Vvfz7N2om/dKt0zSx7iQ9IfpSDkEfL+6Mm0AgLuEEDIu8OdUiEAgeQggJCPo53Vu/u/NwvM2eU1hdXrcW4jR28wm8M9cG/zhNqVPo6oXC+q8qgn16tBBVwmgJDnS+ByF6R4CHiaAELe0+aj8hCAQIITQMjH0UBF1tFLkyZvlmOso+N0c7TgtN466/ysC1ZL6xZpMuHJlhFthBfH6lMUBJKOAEIeIZ90nZ4GQyCGBBDyMYRJVhCAAASCCCDk49glVq4qlXff32LtVt9wh83UfrTCua8ZsU723Sdbbr6hqbV+ngfoOJqGoiAQkgBCnnGIrwYEIBA9AYR89Oy4EwIQgEA4Agj5cIRi+Pl7H2wxR7AdsH/1Ne9zrDPKh12/VgaekCfDr2kawxLJCgIQqA8BhDxCvj79h3shkOwEEPLJ3gNoPwQg4CQBhLyTdAPy3mqF1Y+3dqE/8/QG0qzp9rPNPrPOiB86bI3ccctOcurAvDjVhmIgAIFICCDkEfKR9BOugQAEQhNAyNMzIAABCDhHACHvHNtqOS9cVCIffbrFOnauodnxXNPvC0vkr5etkeuGNZUTBuRydFmcbEExEIiUAEIeIR9pX+E6CEBgRwIIeXoFBCAAAecIIOSdY1st548/2yLFllf+aGujO01btlTIuf+3WvbpnSW3WGviSRCAQOIRQMgj5BOvV1IjCHiHAELeO7aiphCAgPcIIOTjZLPnX7J2qz8yV1q2rAyrHzl6vfz0U4lMfr51nGpAMRCAQF0JIOQR8nXtM1wPAQhsJ4CQpzdAAAIQcI4AQt45tlU5r1xVJh98VCjnWrvVa3ppar7845E/ZPJzraVD+x2PoYtDlSgCAhCIgABCHiEfQTfhEghAoAYCCHm6BgQgAAHnCCDkI2BbUSGyaXO55GSnSOa29e0R3FZ1ybvvF5r7Dj8kR3St/KV/Wys3WeH0+poEAQgkLgGEPEI+cXsnNYNA4hNAyCe+jaghBCDgXQII+Qhst3J1mbz8ar507pQhA46uXOMeaSopqZBJU/Kl30HZJqz+lDNXyUnH58qwy5tEmgXXQQACLhFAyCPkXep6FAsBXxBAyPvCjDQCAhBIUAII+TCGyS8ol2mvFEgf6+z37+YWS9OmqXLU4bmStv0EuVpz+OPPcpkyLV/OP6ehjLhtvRQWVsgD9zaXvFwekBP0O0G1IFBFACHPOMXXAQIQiJ4AQj56dtwJAQhAIBwBhHwYQp99vkXWris3XvRNmyvkzbcLpHu3TNnX2m0+NTUcXpGZs4qkwBLvK1aWyrMvbJb/TGwlOzWLcBYgfPZcAQEIOEgAIY+Qd7B7kTUEfE8AIe97E9NACEDARQII+Vrgr7JC6l99vUD+cl5Dyc6qfKAtsDz0Giq//75Z0mvPrLCme2r8JunSOUOuvHatTLF2qO+5e2bYe7gAAhBIDAIIeYR8YvREagEBbxJAyHvTbtQaAhDwBgGEfA122lpcIVNfzpeeu2XK3r2qC/b168vkrXcLzRnwPazPa0rqhZ/6coG88nq+DDm7ofx1SCNv9ApqCQEIGAIIeYQ8XwUIQCB6Agj56NlxJwQgAIFwBBDyNRCa/dVWWfBbiZx+ap5kZOz4MLt4aam8/2GhWS9f0xFyM74oktFjN0r3rhnyD2tdPAkCEPAWAYQ8Qt5bPZbaQiCxCCDkE8se1AYCEPAXAYR8CHuuXFUqr71ZKOec0UAaNEiV9RvK5O/XrjNHyJ1lvXfUYTmSnp4iS5eVyutvFVjr5/Nkl7Y7ngd/3U3r5MvZW+W1qTtLk8YRLKj3V9+iNRDwPAGEPELe852YBkDARQIIeRfhUzQEIOB7Aq4I+W+//VZmzZoljRo1ksGDB1s7wFdu/rZmzRp55ZVXqkE/8MADZa+99pLx48dLaWmp+ezEE0+UNm3ahDTOsmXLpG3btpKSEv0D6LRXC6yj4lLl4ANz5Jf5JTLshrVy5OE50tzapG7GzCL58adiadUqTTq0yzDXNchNk7NObyCtW2/fxO69D7bI7aPXy8SnW8mu1hp5EgQg4D0CCPnox1HvWZsaQwACsSaAkI81UfKDAAQgsJ1A3IX88uXL5dFHH5XbbrtNZsyYIStWrJDzzz8/pE0eeughGTZsmLXBiLmzfAAAIABJREFUXIFMnDhRhg4dGtZ29RHyFRUis78ukkWLSuWM0xrIgt9L5Krr18lBB2TLDVc3qQqx1w3v1NM+Y+YW+emXElmytMSajEiRY/vnygHWMXXNmqbJ36zN7U48Lk9GXNs0bJ25AAIQSEwCCHmEfGL2TGoFAW8QQMh7w07UEgIQ8CaBuAv59957zwpRz5TDDjvMiPjRo0fLY489tgO9Z555Rnr37i377LOPLFy4UObMmWO89+FSfYT85s2VO9Ifd0yuEe0Dz1gp51ub1F15WeNwxcq0V/PlpakFsnBRiXXcXLn0sHanv+OWZrVuhhc2Uy6AAARcJYCQR8i72gEpHAIeJ4CQ97gBqT4EIJDQBOIu5KdMmSI9e/aUHj16yNq1a2XUqFFy9913mzB7O2mIvYr7G2+8UbKzs2XDhg1GzOfn58snn3wiF154YcxD69Ub//Jr+dKieZrk5abKDbesl/PPaShnD24QcrO7YKuWlYl8MmOLNTlRKnvukSmfWyH4557VUBpaa+xJEICANwkg5BHy3uy51BoCiUEAIZ8YdqAWEICAPwnEXci/+uqr0r59e+NtX716tdxxxx1y//33S05OThXhjz/+2BLPGdK3b98dqD/33HPSqVMn6devX0iLqODPygp/vnvwzQt+T7O86VnSquVmuf9hkZOOy5DTTi6X1Drq8G/m5srKlRXSpEmK9D2g0J+9hlZBIIEItGzZ0tp8csfNJmNRRYQ8Qj4W/Yg8IJCsBBDyyWp52g0BCMSDQNyF/C+//CIzZ86Uv/zlL6ID/JtvvilXXnlltbbq+vmbbrrJeOM1qThX8a5pwoQJ0r1795AiXz+PNrR+/MRN0rFDhlxv7TQ/4rqmMvjUBlHz//jTLbL/ftmSm8NDcNQQuRECCUAAIc8YlgDdkCpAwLMEEPKeNR0VhwAEPEAg7kJ+y5YtouvfdVf58vJyGTJkiKxfv94I9JEjR1obzS2SSZMmGSFve9k0tH7atGlSVFQkjRs3lkGDBkleXl5IvHUV8hoS/9qbBTLvx2JzLvyNlog/5qhcq34esB5VhAAEHCWAkGcgdLSDkTkEfE4AIe9zA9M8CEDAVQJxF/JOt7auQn7R4lJ5cvwmmTl7iwy7vImccmLoCQKn603+EIBA4hFAyCPkE69XUiMIeIcAQt47tqKmEICA9wgktZAvtHaXv2PMRnn97QJ55P4WcsRh29fpe8+U1BgCEIg1AYQ8Qj7WfYr8IJBMBBDyyWRt2goBCMSbQFIL+X88+odMnpYvY+9qLv36Vq7HJ0EAAhCwCSDkEfJ8GyAAgegJIOSjZ8edEIAABMIRSGohP+K29XJ4vxwZYJ0bT4IABCAQTAAhj5DnWwEBCERPACEfPTvuhAAEIBCOQFIL+XBw+BwCEEhuAgh5hHxyfwNoPQTqRwAhXz9+3A0BCECgNgIIefoHBCAAgRoIJLKQ//bbb2XWrFnSqFEjGTx4sKSlpVW1YvXq1fLqq6+a18cdd5y0a9fO/D1+/HgpLS01f5944onSpk2bkC2v66ahdCAIQAACoQgg5OkXEIAABJwjgJB3ji05QwACHieQqEJ++fLl8sgjj5gjO2fMmCErVqyQ888/v4r22LFj5ZRTTpGuXbvKfffdJzfccIMUFBTIxIkTZejQoWGtgpAPi4gLIACBCAgg5COAxCUQgAAEoiSAkI8SHLdBAAL+J5CoQv69996TzMxMOeyww4yIHz16tDz22GNVBrn33ntl+PDh5vXjjz8uhx56qOTm5sqcOXOM9z5cQsiHI8TnEIBAJAQQ8pFQ4hoIQAAC0RFAyEfHjbsgAIEkIJCoQn7KlCnSs2dP6dGjh6xdu1ZGjRold999twmz16R/q2BXj/yIESNkyJAhsvPOO8vChQslPz9fPvnkE7nwwgsJrU+CPkwTIeAmAYS8m/QpGwIQ8DsBhLzfLUz7IACBqAkkqpDX9e/t27eX3r17i66Hv+OOO+T++++XnJwc09YlS5bI22+/bf7euHGjnHPOOVXr5PW95557Tjp16iT9+vULyUYFf1ZWVtTcuBECEPAWgZYtW0p6enrMK42QjzlSMoQABCBQRQAhT2eAAAQgUAOBRBXyv/zyi3z55ZdmXbw+KL/55pty5ZVXhmyFhtxfccUVxhuv4l2Tbnq32267Sd++fUPeQ2g9XwkIQCAWBBDysaBIHhCAAARCE0DI0zMgAAEIeEzIb9myRZ555hlJSUmR8vJyEzq/fv16mTBhgtkA76OPPjLCXd+76KKLpEWLFrJhwwaZNm2aFBUVSePGjWXQoEGSl5eHkKf3QwACjhFAyDuGlowhAAEICEKeTgABCEDAY0LeaYPhkXeaMPlDIDkIIOSTw860EgIQcIcAQt4d7pQKAQh4gECihtY7jQ4h7zRh8odAchBAyCeHnWklBCDgDgGEvDvcKRUCEPAAAYR8igesRBUhAIFEJYCQT1TLUC8IQMAPBBDyfrAibYAABBwhgJBHyDvSscgUAklCACGfJIammRCAgCsEEPKuYKdQCEDACwQQ8gh5L/RT6giBRCWAkE9Uy1AvCEDADwQQ8n6wIm2AAAQcIYCQR8g70rHIFAJJQgAhnySGppkQgIArBBDyrmCnUAhAwAsEEPIIeS/0U+oIgUQlgJBPVMtQLwhAwA8EEPJ+sCJtgAAEHCGAkEfIO9KxyBQCSUIAIZ8khqaZEICAKwQQ8q5gp1AIQMALBBDyCHkv9FPqCIFEJYCQT1TLUC8IQMAPBBDyfrAibYAABBwhgJBHyDvSscgUAklCACGfJIammRCAgCsEEPKuYKdQCEDACwQQ8gh5L/RT6giBRCWAkE9Uy1AvCEDADwQQ8n6wIm2AAAQcIYCQR8g70rHIFAJJQgAhnySGppkQgIArBBJGyBcWFsrPP/8sFRUV0qNHD8nJyTFASkpK5IcffpCysrIqQI0bN5YuXbqEBLZs2TJp27atpKTwAOpKj6JQCPiIAEKecdRH3ZmmQCDuBBDycUdOgRCAQBIRSBghP27cOLn88stl7ty58v7778vw4cMlLS1tB1NMnTpVOnXqJPvuuy9CPok6Kk2FgBsEEPIIeTf6HWVCwC8EEPJ+sSTtgAAEEpFAQgj5+fPny8svvyzXX3+9pKamyqhRo4yQz87OrsZs9erVMmHCBLnqqqt2+My+EI98InYz6gQBbxJAyCPkvdlzqTUEEoMAQj4x7EAtIAABfxJICCE/c+ZMmTdvnlx88cWGsnrnhw4dKrm5udWoT5w4Ufr16yedO3eu0RpLliyRFi1aEFrvz/5KqyCwA4HgCb9YIkLII+Rj2Z/ICwLJRgAhn2wWp70QgEA8CXhGyK9du1YeeeQRufXWWyUjI6NGRosXL5aGDRvGkyFlQQACLhJo1qyZY6Uj5BHyjnUuMoZAEhBAyCeBkWkiBCDgGoGEEPLqRX/++eer1sWPHDlSbrrpJsnKyqoC88orr5iN8E499dRaYRFa71pfomAI+I4AQh4h77tOTYMgEEcCCPk4wqYoCEAg6QgkhJBX6s8++6x0795dli5dKk2bNpX+/fvLmDFjZODAgdKzZ0+577775Oyzz5Z27doh5JOum9JgCLhDACGPkHen51EqBPxBACHvDzvSCghAIDEJJIyQjxUePPKxIkk+EIAAQh4hz7cAAhCIngBCPnp23AkBCEAgHAGEfDhCfA4BCCQtAYQ8Qj5pOz8Nh0AMCCDkYwCRLCAAAQjUQAAhT9eAAAQgUAMBhDxCni8HBCAQPQGEfPTsuBMCEIBAOAII+XCE+BwCEEhaAgh5hHzSdn4aDoEYEEDIxwAiWUAAAhDAI08fgAAEIFA3Agh5hHzdegxXQwACgQQQ8vQHCEAAAs4RwCPvHFtyhgAEPE4AIY+Q93gXpvoQcJUAQt5V/BQOAQj4nABC3ucGpnkQgED0BBDyCPnoew93QgACCHn6AAQgAAHnCCDknWNLzhCAgMcJIOQR8h7vwlQfAq4SQMi7ip/CIQABnxNAyPvcwDQPAhCIngBCHiEffe/hTghAACFPH4AABCDgHAGEvHNsyRkCEPA4AYQ8Qt7jXZjqQ8BVAgh5V/FTOAQg4HMCCHmfG5jmQQAC0RNAyCPko+893AkBCCDk6QMQgAAEnCOAkHeOLTlDAAIeJ4CQR8h7vAtTfQi4SgAh7yp+CocABHxOACHvcwPTPAhAIHoCCHmEfPS9hzshAAGEPH0AAhCAgHMEEPLOsSVnCEDA4wS8JuTXr18vL7/8spSXl8vpp58uzZo1q2YB/Wzt2rXStWtXOeKII2q0zrJly6Rt27aSkoKQ93gXpvoQcJUAQt5V/BQOAQj4nEBMhfxXX31lcHXp0kUaN268A7p58+ZJcXGxtG7d2jwkavrhhx+kqKhI8vLypHv37rJ69WpZvny5+SwnJ8c8cOo1ZWVlVflp3lpGqMQDqM97LM2DQBwJeEnIb926VR544AG5+uqrZenSpfLiiy/KzTffLOnp6YbYpEmTzJh6/PHHy9ixY2XQoEGy++67M47GsT9RFASSjQBCPtksTnshAIF4EoiZkB8/frx07txZDj/8cLn99tvNT2C65ZZbZPDgwdKrV6+qt6dPny4qvC+44IKq96ZNmyaNGjWS/v37h+QwdepU6dSpk+y77748gMazp1AWBJKQgJeE/Ny5c+WDDz6Qq666yljq7rvvNqJexbum6667Ti655BLp1q2bzJ49WxYtWmTG5FCJCdEk7Ow0GQIOEEDIOwCVLCEAAQhsIxAzIX/vvffK8OHDTbbjxo2TY489VvbYYw/z+rfffpPPP/9chgwZUgX+zz//lCeffFKuvfZaSUtLq3r/hRdeMPcFCn77Q/XWT5gwwTyoZmdn8wBKN4YABBwl4CUhP3PmTNGop4svvrhqHB46dKjk5uaa1zrZqqH2p5xyitx///3SoUMHhLyjvYfMIQABhDx9AAIQgIBzBGIm5B955BH529/+ZmqqYrtjx45VazDfeOMNKS0tNWHzmzZtkhNPPFEKCwtF39cw+z/++MOEyp988sny3nvvyeLFi2XDhg2y//77y1FHHVXV+okTJ0q/fv2M57+mhCfJuc5CzhBINgJeEvJz5swR/bnsssuMmTR8/oorrqgS8vrelClTZOPGjWbcTU1NNWNxqLRw4ULJyspKNnPTXggkLYGWLVtWLcOJJQSEfCxpkhcEIACB6gTiIuT14bFVq1Zy6KGHyooVK+Suu+6S888/X7788ksZNmyYqZGGgV5zzTXVPO2BIfq6QZNOFtx6662SkZER0o66/l7zz8zMxM4QgECSEGjatGlV+Hism+wlIb9mzRp5/PHHq9bF6/r4kSNHhhwPH3zwQTnuuOPMviTBiXE01r2I/CCQ+AScGkcR8olve2oIAQh4l0DMhPx9990nN9xwgyFxzz33mLWY9o7JX3/9tfHG64PjqlWrTFjn3//+d/nPf/5j1m3qzsj6nnr0dVM7OxT0jjvukOuvv948pL/yyitSUVEhp556ao209V7dOI8EAQgkDwGduKtpcq++FLwk5LWtH330kfz8888m4klD6DV6acyYMTJw4EBp3rx51Y72ffr0kf322y8kHsbR+vYa7oeA9wg4NY4i5L3XF6gxBCDgHQIxE/K6SV1+fr707NlTNCxTjz7S0E494kh3nldvum6Et2TJEtl5553N+yrkNQRfd6nXe88991z55JNPzGZ3CxYsMEconX322YamThTo3+3atfMOXWoKAQh4moDXhLynYVN5CEDAdwQQ8r4zKQ2CAAQSiEDMhHwCtYmqQAACEIgJAYR8TDCSCQQgkKQEEPJJaniaDQEIxIUAQj4umCkEAhDwIgGEvBetRp0hAIFEIYCQTxRLUA8IQMCPBBDyfrQqbYIABGJCACEfE4xkAgEIJCkBhHySGp5mQwACcSGAkI8LZgqBAAS8SAAh70WrUWcIQCBRCCDkE8US1AMCEPAjAV8J+eeee062bNliNs3Ly8tLWHu98cYbZoM/Tbq7v50mTJggpaWlZrfpFi1amB38X375ZdmwYYN069bNbBaoaebMmTJ37lzRc1/1WrfTypUr5eOPP5azzjrLVOXbb7+VWbNmmb/1mMHs7Gzz9zPPPGN+//WvfzVnWG/dulXUZrqpoe6gvc8++7jaFN1oUXf81mN4Bg8ebOry6quvmhMX9txzTznooIPMe/Z1jRs3Nps6pqWlGRv997//NefwavvcTPPmzZMvvvjCcFf+mrR+U6dONXUdNGiQaaP2NT0acvPmzXLAAQdIr169zLVvvvmmLFu2TDp06CDHHnusm00xm2PqDuy77bZbverx7LPPms0y63o0ZTIKecbRenW1qG9mHGUcjbrzhLlRx1F9Ngp13GRdyoxmHEXI14Uw10IAAhCoGwFfCPmSkhJzfN1JJ51kdsTXY+v0XPpEFPPr1683O/KrcFLBpAJLBca4ceNkwIABsuuuu8ro0aPNWdCff/65EVt6bN8tt9wil156qRFdKr5uvPFGee2114y1TzvttLpZPYZX68PBP/7xDyPKR40aZU4feOyxx2T48OHy6aefmgkLnWy46aab5OqrrzaTEw8//LA5EkuPFNTjsfbff3+57bbbzI8KYTeSstQJhZNPPrmqeOWsRx/279/f9CedqFBxrIJYj1pUka99TG157733yogRI8xEwPTp082xiSqa453WrVsnTz31lOE9efJkU7zyV97/93//ZwS82uvWW2+Vf/3rX7L33ntLly5dTJ+79tprzYkTc+bMMUdBjh8/3oj7fffdN97NMOXpxMg333xj+v/BBx8cdR3ef/99Yys9+cKeVIo0s2QS8oyjjKORfi9quo5xlHE0uG8g5Ov7reJ+CEAAAjUT8IWQX7NmjTz00ENGjGjS3yeccIIRKYmcli5dajzu6sH95z//acSvJhWFKh71SL+rrrrKeOdVHKpILi4ulk6dOhnx+8svv8jTTz9tJjHcSrNnzzYea40QUPH4+uuvm8kUW/ypAD7zzDPNUYP6uabLL7/cCN0XXnjBTEio4NXP27RpI4cccogrTdHJhyuuuKKq7KKiIiN2dfJB66WTDirq165dayZc9EzuVatWGbF75JFHyg8//CAXXnihuf+aa66R22+/3RyjGO+k3niN2Lj44otF//7xxx/l+OOPlxdffNFMBKlYu/POO+XUU0+Vf//732bSSyMLNBqkb9++pp/ZHFREf/jhh6Y9bqWXXnrJHDkZKOS1HXpu/IMPPlht4kfboxEE2v8Ck05c6ASRMkHI12xJxlHG0fp+zxlHGUeD+xBCvr7fKu6HAAQgUDMBXwh5DUnUkC/1iGrSM+vVS9qnT5+Etb16stULf/TRR5uwYa3/3//+d1NffRhST6h6hEeOHCnNmjUz4eoqllWIqXBUMb9o0SIzgaFiWUVmvJMKva+//tp4etXjq0L9+eefl7322sv8aFIvvQp59YraAlHFu05eqJDX9mmY/TvvvGO8+gMHDox3M0x52ncOO+wws1xBQ+cvuugiUzeNEmjSpImpv05YFBQUmAgItYmKehWJxxxzjPlM26lJoyeuu+46c58bST3PWvZvv/1mQut32WUX45HWvzUiQvuLLhPQJR5239FJI71Hxf+wYcNMtXVyQr36akO3UqCQX7FihTz++OOmn/3555+m7jrpZff9YCG/adMm8x3T5SvaPoR87Vb08ziqE2sajZIM46hOQgZGFsXzu8s4yjga3N8Q8vH8BlIWBCCQbAR8IeTVM6qeafWgalJxpZ5dXXediEn/Y3v00UflnHPOMXVUwaHrx9X7q0nFuU5CaAi3ipaddtrJrDlXYaYe+QMPPNCsdbPzueeee+q89re+XDQMXcPLdVmAJo0s0NBzFX86MWGvt1aPr76vywg0ukCTitzLLrvMCHm1mQp59eSrZ17DqN1IY8eONVECmnQiRSMK7CUM6n3XiQaNiFABqQ/JahP1YKodNXpCoyt0bwZNOlGh0RVuCHkNR9fJBhXtX375pZmUUA+2vq+TJ7pUQwWw7reg4lajV3R5gEZEtG/fXjTCwp5QUlGvEwA6MeFWChTy33//vUycONEsBbCT9i19X390YqtVq1ZG2Otki/bJrKws6dGjh7z11lvGTto362KXZAqt9/M4qkuVdPKNcdTZbzLjKONocA9DyDv7nSN3CEAguQn4QsirEFbvqf5o6KwKDw0H1pDoRExav7vuuquqauqdV6+nCnL1Smvos4reSZMmmRBo9ahq6PMRRxxh1pzrA7cKla+++kq+++474xF3M1VUVFR55HX9vz4s6ySFJl2vrXsXaPueeOIJsyeAPlSr11gnL3Qttgp4XVqgnlO31sgHhoTqRIryVdGo68tVCOrnGnquIll/NIRbNxDSTeV00kInXdSu+p62Wfuihn/HO2lkh+6z0K9fP1O0cr7yyivNhINOvKi3Tr3YWj+dJFLvu4pfjagYMmSICctXQa8TSbrHgW405+aGd4FCXpeSaJ/RNoVKNYXW67UapYNHvvbeyDjqj3FU+7kbY4/2LsZRxlGEfLz/16c8CEAgmQn4QsirAX/66ScTKpybm2vChnv37p2Qdn3vvffks88+k7Zt25r66Tpq9SrqJmnqIVVPr+7ermvgVbRrqLqGhOoEhV6nQl/FjHoaVQAnwg79gUJe26TrxtXzq6HnGk6vHlANwdf11mof9Yx27drV2Ey93q1btzZiUsPqU1JSXLGbToho/1Hvu9pG91hQ/hparqx13bW+p5EIKorVbhodoZMPuhO6ht6rDTVpO3RdtxtJN7vTSQWNctCd5y+44ALp2LGjiShQr7Wuh9cJiT322EPmz59vIiF08kQ91UcddZTZTFE3I1SbqK3OO+88N5pRVWagkFfe+h1RuzRo0MBE3egki53UI6/1DrUOHiEfmRkZRyPj5MRVjKOMo070K83TzXEUj7xTViVfCEAAAiK+EfIYEwIQgECsCSRTaH2s2ZEfBCAAAYQ8fQACEICAcwQQ8s6xJWcIQMDjBBDyHjcg1YcABFwlgJB3FT+FQwACPieAkPe5gWkeBCAQPQGEfPTsuBMCEIAAQp4+AAEIQMA5Agh559iSMwQg4HECCHmPG5DqQwACrhJAyLuKn8IhAAGfE0DI+9zANA8CEIieAEI+enbcCQEIQAAhTx+AAAQg4BwBhLxzbMkZAhDwOAGEvMcNSPUhAAFXCSDkXcVP4RCAgM8JIOR9bmCaBwEIRE8AIR89O+6EAAQggJCnD0AAAhBwjgBC3jm25AwBCHicAELe4wak+hCAgKsEEPKu4qdwCEDA5wQcE/L//ve/pbi4uBq+s88+Wxo2bCiLFi2Sd999t+qzzMxMueCCCyJG/dprr0V8rV540kknRXT95s2b5fvvv5cGDRrInnvuGdE99blo3rx55vZ4lFWfenIvBJKVgNtC3qlx1KkxVPtJPMdRxtBk/WbSbq8QQMh7xVLUEwIQ8CIBx4T8U089JZdcckmtTNavXy/vvPOO5Ofn13jtpEmTZObMmVJUVFSV1+LFi6VDhw7mtf1+dnZ2yNeB14YzkF6rEw2ap+bXrFmzcLfU6/N169aZ+5s3b16vfLgZAhBwhsDkafly+im5kpKSYn7qmjZt2iSNGjWq621V1//000+y++6713q/jlfLli2TkpKSsNfaGTk1hmr+8RxHGUOj7lpJfaP+/37ggQeKOhdIzhJAyDvLl9whAIHkJuCakLdF/LHHHiv//e9/Qwp5FfEfffTRDhYKfAgNfpALfl0XIb9gwQLZZZddpLCwUDZs2CAZGRk19g59EGjVqlW9eg8PofXCx80QcJxAogt5W8TruLVw4cKohHwsx1A1SDzHUcZQx78Cvi7g8MMPR8w7bGGEvMOAyR4CEEhqAq4I+UARv9NOO0lN3vthw4ZV88QHepNURKsnv6CgQPLy8qq82vpgZ7+nIfKrV6+u8t6Hs7QK+FWrVklaWpq0a9dOUlNTw91Sr895CK0XPm6GgOMEElnIB4p4nViMxHvv9Biq+cdzHGUMdfwr4OsC9Hvz0EMP+bqNbjcOIe+2BSgfAhDwMwFXhLyua2zTpo2oiNeka+Y7duy4A+dLL700JHv1sttCXi9QwR4YWq8C336/LkJe7ykvLw85eRBYkdzc3Jj0CR5CY4KRTCDgGIFEFvIaNaRjkT326dp0XRoUSXJyDI3nOMoYGom1uaY2Ak8++SSAHCSAkHcQLllDAAJJT8AxIV+Xh8qarFCbkLfXyIezYF1C6zUvrbc+INeWdBLBfngOV37g53bIqX1v8EOoetjqOvFQl/K5FgIQqBsBt4W8rnuvbYlP3Vqz/eq6jIt1udYuwalxlDE0WotzX00EEPLO9g2EvLN8yR0CEEhuAo4J+bpgrUn0uyHk61Lvul4bHAobKOSDP6tr3lwPAQjEnoDbQr4uLaqL6K+LOK/LtXWpbzTXMoZGQ417aiOAkHe2fyDkneVL7hCAQHITcEzI//LLL9K9e3dDV9fEr1ixosZj1vSIpVDHz7kRWq/11Qdi/QmV1DtWHw9Z4INo4BIA3XVaN6yKxtOf3F2Y1kPAOQJuC/k//vhDmjRpYhqoY4euP6/pNI358+dLt27dIoLhdGi9k+MoY2hEJuaiCAkg5CMEFeVlCPkowXEbBCAAgQgIOCbk7Q3sgje2C1Wnmja7i0TIx3KzO7tu9oZ5oerauHHjqgfrCPiGvMR+EA1c14+Ij5Zm7feNHTvWXHD99dc7U0CUuerDox5Nlmj1irI5cbst3EN3qDHjoIMOMhOF33zzjTzxxBM71PWmm24KuyHmhAkTzDGYdU3hjp+77LLLpHfv3jVm+8knn8gLL7xgRHzgZF+ofm1vdme3t7a6/vrrr3LXXXfFfMPQwDKjHUcDvxvaTj2+L9iutY2hfLfq2kudvb4mG9ZW6mmnnSbHHHNMjd/ZWNbhJTYmAAAgAElEQVQ43JgSy7KSMS+EfDJanTZDAALxIuCokNf/jPWceD1izt7YLlZC3l4jX9+jk/RBWj1cui5+1113NQ/rer7stGnTzMP/u+++a47H02Q/XOhDpf1wEtwe9XTZeQWKNFssaPTBF198YR7MlyxZYm5v37697zzxwXzsdjvdsYMFjtNC3u4Tave77767qnnB9g5ud6KLDbtddr3t9tntqmmSzWn7KrdQgtwWxNEI+eA8A7/nTnvka6u31kuF/DPPPFNNxCvj2oR8qDz1+t9++61qIsOJIzztCYTA74LNMnDSyn4vcGwN7DeRCPmaxJf2DR3HNTFJFvtvY6iJp5omyOzSIxXygX063ORbLFuGkI8lzR3zQsg7y5fcIQCB5CbgqJDX3eTDiXjFH41H3hbyKog1BXq3A1+HW98Z+MBgPwCqmG/evLnss88+pm6ffvqpKWPIkCHGS2AL+cAHY/1cRY6mDz/8UAYNGmQ8SbUlfUCfMWNGvUL1E7H7hprkiJeQDxbITgt55R/qQTWcUA/3uZt2DRbxWhdbnEX6UO5U/cM9dNtCPtCj991331V55LVe6gG3+6N9nb6u6TurbR89erSkpKTUuVmx8MiPGjVqh2U3aoeNGzdWmzyyPfL2Z7q8ScerUGncuHGiofia6juGBuZv28e2Q2C0gz2WaiSAjt81TQbVV8iHirqos+G4ISSBmiJIahvfIx0z3BoTw40pdIX6EUDI148fd0MAAhCojYBjQl7/Yy8uLq4q+7DDDjNr5nVju0mTJlWrU2ZmZp3XyNfFrLXtcB9KdOqDu65L1TB6O+lDc9OmTc1LfTjXFEqoB3tm9Tr7YVYfnjVde+21MmDAgBqboOfYa6i9V1NND2SBnjiNelB+6pXT/RPsPRJsL11NHmFlUtNnwQ9ktjjTe3RyxhY1sZ5UsB9ug+uur4OFlC1eAhkF89LXdj8Kbmus6x6qjwW3x74m+LtitzeQu+2dsydQArnX5IGtSz+P1CNvt0F5abJD6wNFvQq+QJER7LXW+4ZePkKaNkl1XMiHErXaVp1E1B97kjAcq++//1722GMPE7Wwdu3aqolH+z574lLHovfeey9cdlWfR3pKSHAkirZBw/i7du0qU6dOFV2i8OKLL5pJER1TA/MN7E+2Bz/QPrq0oKysrFqdH3nkEZN3YHvefvttk/eIESOqIhfsfmjna9czMFIgWKS6FXUSsVFcuDB4bAh+HThGhJr8C172YfMPHrsD+7E2UyffgsdXe6wJNf7UBQ1Cvi606n4tQr7uzLgDAhCAQKQEHBPykVagtuvi9SAV/B+5LcACRaYKgjZt2oT0yNsP2XZodeBr+4HRfugIFWoaC1aJlEfgA3FNYbaBkyCBXkv9217WENwmZWgLsVCfBa81DhTygeWFmmypD7/gkOKaws8DhWIkQl4jOwKXd8QzrD3wO2FPHoQS8johY3uGgydqlGnwZFe03+lQUQI12Uy/t1ovTRpeHRyma08yBPazcMtlnPDI17Q8J7hdwXspBIqhYJ6B440t5ENxcmpCKFQkhD2e6vfO7tPB4dg6ZmhElNorEo+83aZQS1iC7w/uh8FRElo/TTrpFtjX7f5Tn7HBb/cGC/dA/kcccYSZ7A7+zqldQ+1zoGzUVqEmPAOFvD3m2+N24CSdRtGEGn/s5XCR8EfIR0Ip+msQ8tGz404IQAAC4QgkvZDXh2n11rRo0cI8SAZ6iYK9WoEiPJRIsWF/9tln0q9fP+MVq20jq3BrC8MZL5E/D+VJtidC7HbbD4G2p8UWNja3QA+u/XCuyxkCvTP2w2CgZydQ+AR69GwB5MQmc4HlBHrUg8Wa/TAaiZDXvRZC9R+nRFhwf6qrd82+316nHPjwHm7PgEj6cqDYC1zHHnxv8MRKsJC3hcCiRYukY8eO5vaalss47ZG3hYwKj1ARAaG4BE6UBUc5BH6HavPIO9WHAtnb/VfZqv1V5NmecS2/V69eO/RvvTbWQt7uh8Hf/8BJB90nJVTUQbQTT5H0Zy9eEyq0PnBMC26TfqZ2DxwLgoVzoGfdHpuDN7sLXCJlLx2xJ4WCy6zr/6sIeWd7IkLeWb7kDgEIJDeBpBfyav7AdbK6EZ0+8NneBRWOKvBtAWk/9AeG+AZ75JO7S4now569TjVQRNnCwhYfgZ4V5e6UkFd72BtfObUO025L4CSETg4FrscOXNdck5APJYScEl019VP9PuhyB7WJpsBIgFATI6EenIP3JoiVkA+e2Aj2rurr4MmeYCFvv9YTNfQISHu9dk0ecifXyAeLiFBr6oPFuj1RpLaxPaC2LQMFkBseea2HzVHbYntL7e+HvWeJfeSo3XcCN+iLtZAP/v4HL1vROthCHuFe+/9eoYR84HKhUNFOgWNGcFRR4P+jgXYPFvKBkQAaOREYLVdX4R7cQoS8s08sCHln+ZI7BCCQ3ASSXsiHengPDuEOXptnP4SG2kgv0LsQ6NG3BZ7trfTzjso1MY1UyNt8Q3laagut18mD4JBwDb0MJeTtsOpQ4ZoqYAO96pEMEcFrP20vpC0Sg73EocSKlmMLOa2XvVlZrJcChGtPTWHsweHngSGxwQIoVB+obyREKI984PfJ9mgHi7JQO2DbkyqBXmM31siH8sjbESdqJ3tzTdtmgaJI3wvVT21x5IZHXusUKPbs8TDw+xHYt4OjcZzwyEci5PUa5V5fURjuu+X1zwMFdeDeJoFjQ/DEY/A+FLY9gsV64NgdGFpvTwrbY2Yo7359JmAQ8s72SoS8s3zJHQIQSG4CSS/kA73xduh38Jrg4B2uaxLlthCwxaY+pNpe2eB7NMRUN/8LPLLML10x+FzuYA9YOI+8PpQFi8nAB+zaPgssO3CNfLBHviYhH2rDrUjtYj+w2u0NFC+BAl1tHsr7pOUEThLpdcEesHiI+lDnkNvfgeCw7sCHeZuT/VCvrwMjWeoTWVDb2eg225omCoIFQ6A9Az3B8fbI13R+faBXPnh5id1H7GiJUMtFgoV8qP5bH1uE+z4E2iqwHJtvsHjX/Ow2uyXkVSwG2wNRv6Olg9fIB9va3rTUvjPwNIjgcd22efBSK703lJC37RM4BoYaF+oq6hHy4b7R9fscIV8/ftwNAQhAoDYCSS/k9UEgcK1m8KZ09kOmCsHAM8PVk6cpONRX77ffDxRltufP9iCqwNHEUUl8Qf1IIDi0PtZtDBTn9iZpwUs1/p+9M4Gzuer/+Gf2GWaxDgaF9LRIqTz/olJKpZ4n9SiKNo+iUNYWIYosJYmIrNn3tez7LkuECskyMypkm4VZMP9zjuc3XdOdMfeeO/O7957Peb1kzP19z/I+5377fn5ny/nCx1mAn1PI57xSsqD3yDtysV4EOp4BIUWG3AJQsmRJJXZzW8ljiWTHJet2zch7uq+ZHwkUJAEK+YKkC1DIFyxf5k4CJGA2AeOFvON+TsersuSwcNz7d/z4ccTGxl4RTDsu9ZXPOwbictZAJmtpdc49fvIzT1zHZfbwZetJoGAJTJ+dgmeeKqKuSyuIe+QLtvbMnQRI4GoEKOSvRkjvcwp5PX60JgESIIG8CBgv5Dk8SIAESCA3AhTyHBsk4N8EKOQLtn8p5AuWL3MnARIwmwCFvNn9z9aTAAnkQYBCnsODBPybAIV8wfYvhXzB8mXuJEACZhOgkDe7/9l6EiABCnmOARIwlgCFfMF2PYV8wfJl7iRAAmYTyFXI16j1B/ZsrSj2hdoHyNXTZ+2rKUsmARLwRwIzxB75pzX2yCcnJyMqKsof0bBNJOAXBCjkC7YbDx06hMqVKxdsIcydBEiABAwlkKuQf+7lk+j6TnHcUSPMNjQU8rahZ8EkYDyBP09exI4f0vHQA+FuH3aXmpqK8PBwBAUFGc+TAEjAGwlQyBdcr6SlpeHPP/9EhQoVCq4Q5kwCJEACBhPIFvKSQVZWFi5duqT+jJ98Dnv3Z6J/71K24aGQtw09CyYB4wls3pqGYjGB+EfVYLeFfEZGBi5evIiIiAjjeRIACXgjAQr5gusVedtPaGgoihUrVnCFMGcSIAESMJhArkJeivmm/z2Nfz9WBP99MdoWRPkV8ocT6+L4qWpIz4hBWOhZxJb4EZUqrHKpzvLO6RtuuAHW/fCFcb97ly5dsG/fPsyaNetvdZXBhbwTetOmTS61w9nD8lo8ef+0/FteseesPO1CHDKoVasWmjVrpn4jr+Hr06dP9qc5gybrc+saQPmg1W7He8B37NgBq08cf29d4edYpuOznmxXbnn5c3udjUM5buX3RPaHY1/kdc+5J/qhMDlPnbYIXbpNRrf36qJ58+aq+u6OKzkrHxISogLanEmylFdUOo576xln49/xd47fLcfvj/WdsK68lPlZv3MsryCuv8ztO+tYP8uvO/udszrnZJbbOLB8S17j0NkzefWBVbYz3+l4dan0r47J0c9Z/iyvcnJrkzNGnvguuZtHXt9Bd/O0245CvmB64MyZM0hJSeFsfMHgZa4kQAIkoAjkKeTjEy6ic/ckVKkcjCaNonD7bWGFumc+P0J+174XcTb5mr91Z0xUPG69YUK+u1kGWatWrcJtt92mbApDyFsCO9+VFA/KQKphw4ZKmOc3uVNOfvN29pzjCwpZ9uzZs52+kJBB+w8//HDFZ9YLFSn+ZYDlGPTLfGSSLwlyjg1Pvvhwte3+2l5LeDi+ULKEmiVqZR+eOHGiwF8OyT4pDM5PP/MqDhzMRHLyJfxfzVBMnTIaY8eOVWPUnXvkZb3lS9Hz588jMDBQiXlrmb3jd9lx3Fvjz/G74/hdcPZ5zu94Tj+R094dP5Kf74Vsh/Wi0Kp/XFycekkqv9NyvMgkv/cySa6ObXe0d9bm3MaBLMMq1yojpw93zNuxHpY/ddYHsjxZD/nSxPGlq+PLrJxcJNu6dete8QLzan3tbGw741YY/1/Kq5/z+x3Mz1jxlmco5D3bE3I5vXyZJlcjlSlTRr3EZCIBEiABEigYAn8T8o7L6+WSUBmETpmRiUVL09RSe/l5YaXf49/Ls6jomEdRNOaBXJ9JPbsaSWeXXLW6TZ67Dx+83wQ3VGuNCV+3V8//+1//VH9/MXQBun8wGT0/aIo32/xL/e748bPqWfm7++69GTVuu3yQS+s3h+PLLy4Hqs7srN/Jz61yXmz2OVYt/yg7D+uZfT9+mV2GVa78zPpZ5lG89POwnpP/lvmMGLUEU6auU7+PjY3Bzh8OIa5cCZWX4+eOZX67YCtkPTyVHOsk23no8HHF0DFJ5i1ffRR163W74veSaeVKsao+p09MUm202rZu/U/qs5z5Odp4qg2u5OOP7bX6R46dD3pNUWNKJtnWLVv3q59lH+XWv67wy++zBc35sBinn30+FRUrBKNqlUA0atRIfIdiMWzYMLeX1ju2TQa2mZmZyqdKP9qxY0ccO3YMkyZNUo9JkWYJTPnv3r17Y8mSJVi7du3fPsv5fE7bOnXqoGnTptn5yc8nT56s8pJJfv7oo4+ia9eu+cXv8nNWnRzb4azc559/XgX8n3322RVl5GyT9aHj73MylM84+13OylvPyHLz6gPL7mp9JZ+bMmWKGisyOWNr1dtq77Zt29CqVSs0adLkiv61ykpISMjOJz9tcrmD3DBwxl5m8+9//1vl9u2332aPZzeyt8VEjk8mzxCQLzulcI+MjORyes8gZS4kQAIkkCcBp0JeBpmWiLeCzsIU8FaN27Ztm2flv/+pPTIyc997FRpyBnfcfHWB2qZNGzWrOH36dMif77zzTrWctnHjxrjxxhvRs2dPjBkzJnuJrXxGJmlTv3797Getn++55x4lAtq3b4/PP/9c/S1Tbj9bjZR2Dz30kCrPerZ79+5YsWIFNmzYoB5zzDtnntazNWrUUM8OHTpUtaF27dqqDtbn5cuXz26XlceMGTOyy9D9zji202Il6+KYcrZL1lPyO3z4sGq/TFZfyJ/lG/6NGzeqep88eVL1kUyjR4+G1V7rd4sXL1Z9WVjJH9trtUn+bY0N63tSunTp7PEl+7FSpUrq39u3b1djrqBSYXO+/fbbVVPuuOMO9benl6LnXM2QcwbacZm547J+a7m1tVLCcbmzrKe1WsVxKbf8/jiuaCnobRCOM9bWaic5+55zJYBV95wrbPLaBuS4+iDn7LucVb/77rvzXLHk+MzV+sAay47PWTPuxYsXR3R09N+2D+W23cTZ9iEr/9za5DhbnJ8VagX13curniVKlFCr2TyxDayg6+8sf87I20GdZZIACZAACXiCwN+EvMzUEu/WwXfWv60CC0vUX03Ib/7hg6syuPu2qz+Tm0CwRLMUMpbAlgVagnvv3r3ZgthRhMtnLAH0yiuvXFFH+YLA2bMyIJTJErI5Rb/8XIpWmayXBFY51osCSxzLujqK/5wvBaTwtV5cyDwcX2RcFWg+HsjJ07EsR36WYHfM0vHFg+PvHdsmfy9tLY5S2F9//fVOX5jko7raj/hbex3HgzWOJSTrO5DbyxlH0a8N1UkGhcG5V69e6sWXbKs8B6Bq1ap466231Iy8p7eo5BSRjvnnFLzOtqg4E7u5LQ93tvTe2RYVT/SbFEaOLz1yCnlr2bls/3XXXXeF6LaEveN2jpx70XOKXmtrhyxHJutMDmdnaeR8Jq8+cGSRU8hLdo5733MTso4rLGR+ckbb2bYGZ22S2xGs5fy59asn+suVPHJjn/Plkit52v0shbzdPcDySYAESIAE3CVwhZCXmUiRbv1xFPSWeC8sES/r8uabb+bZLjkjLw+4yy3Jg++uNiNvLZ+1ZhIdRYoM6OXnHTp0UCLaEuXWM/JEVjlD7Bj8y59lGjhwoJrJtOwd6/j+++8roS1nmC3RIO3ks1Z+0l6WayXrOWnnmKdjveTP8o8lQmSb5LPSVuZllWvNyOesq6yPJ5LVdpmf489W3pKfZCf5OP7O6oOcbXdsg6OtxUu+UJFLoKW9Y595oi35ycPf2mu9MHJsu7xCqFSpK2+w+P7776+YgXfW1/nhl99nCouztRLHGldyubQcV66eTXG1duXcG27tI5d2uQl5eYaHtU/a2fkEzgSffE7Omlp71C17T7+YkPV2lqfjrLn1sxTfcmVHzj3f+amT40sN62fJ5WpnNVyNV15iOS/Bf7VzQBzHQV5C3jpLxMpPvvDwRiGfs57WTLyzswGu9h3whs8p5L2hF1gHEiABEiABdwg4FfIyo5yC3vqd49/uFOiKzRtvvJHn4/G/PYjEY/fm+kyFMutxTdzKPPPo1q0bVq5cqUS1TK1bt1Z/f/nllyp4f+aZZ9SeSyka5b5HmeSyVOt3Mvj+6KOP1LMPPvig+lkmud9TPiPzs5bmytl2+bn1mVWxUaNGZecrZwEdn5H1s5Yuy+X9sp7SXs7Qv/rqq3/L32qLlacsUwbxsi6ObXXMVwoy2V6ZrxWUWe2S+Vjl5rfvJAvrpG8rb1mebJtVjqyPY3LkZJXnWEfZVitZ7Zf/tn7vjFN+66v7nD+3V7KeOXNm9vcj53fEsd+svtblmZt9YXJu0aKFmoWXe8hzO1XeE+10XP4ul047LjV3XFrveEK9JTyc/U7WKeep8I7L6J3NUnuiHVYeOUWRNTOfc1bdsW2WT5UC0brtwsrP2c0dzm6ocOQobXPeliF/l9szOfvAGY+cQt7Z6fzWgZvS3mqHI3vHpfWSy2+//ZZ9cGdut244O/3ek/3lal5XY++pm1ZcrZfO8xTyOvRoSwIkQAIkYCeBvwl5WRnH2XdnPxdWhS1RnVd5e355OddT62+5ftxVqzpgwAB06tTpqs956gF5uJFM1qFInsqX+ZAACXiGgOPp9O6eVO+ZmjAXEiCBgiZAIV/QhJk/CZAACZBAQRFwKuQdxXxOYV9QFXGWryV6r1amvEf+xOlbsu+RL118j8v3yF+tDH5OAiRgDgEKeHP6mi01mwCFvNn9z9aTAAmQgC8TyFXIW40qzD3xOUHmPCjIl0Gz7iRAAiRAAiRAAt5FgELeu/qDtSEBEiABEsg/gasKeWdZFZa4p5DPf0fySRIgARIgARIgAdcIUMi7xotPkwAJkAAJeA8Bt4R8YVXfG+7NLay2shwSIAESIAESIIHCJUAhX7i8WRoJkAAJkIDnCFDIe44lcyIBEiABEiABEvAhAhTyPtRZrCoJkAAJkMAVBLxayLdr1w5paWnsMhIgARIgARIgARLwKIHw8HAMGjTIo3kyMxIgARIgARIoLAJeLeSnTJmC1atXFxYLlkMCJEACJEACJGAIgQceeABNmjQxpLVsJgmQAAmQgL8R8GohL2FLMb9582bOzPvbyGN7SIAESIAESMAGAnIm/u6776aIt4E9iyQBEiABEvAcAa8X8p5rKnMiARIgARIgARIgARIgARIgARIgAd8nQCHv+33IFpAACZAACZAACZAACZAACZAACRhEICAlJSXLoPayqSRAAiRAAiRAAiRAAiRAAiRAAiTg0wQo5H26+1h5EiABEiABEiABEiABEiABEiAB0whQyJvW42wvCZAACZAACZAACZAACZAACZCATxPgHnmf7j5WngRIgARIgARIgARIgARIgARIwDQCFPKm9TjbSwIkQAIkQAIkQAIkQAIkQAIk4NMEKOR9uvtYeRIgARIgARIgARIgARIgARIgAdMIUMib1uNsLwmQAAmQAAmQAAmQAAmQAAmQgE8ToJD36e5j5UmABEiABEiABEiABEiABEiABEwjQCFvWo+zvSRAAiRAAiRAAiRAAiRAAiRAAj5NgELep7uPlScBEiABEiABEiABEiABEiABEjCNAIW8aT3O9pIACZAACZAACZAACZAACZAACfg0AQp5n+4+Vp4ESIAESIAESIAESIAESIAESMA0AhTypvU420sCJEACJEACJEACJEACJEACJODTBHIR8gcxonFjjDjopG1VWmL69Jaokt9mL++Mmp2Xo16/behXL79GfI4ESIAESIAESIAESIAESIAESIAESMAZgavPyFOIc+SQAAmQAAmQAAmQAAmQAAmQAAmQgNcQcEPIL0fnmp2xvEoVVDl4EAfF3HzL6dNRb3ljNHaYwq/ScjqmtxTz9o4vAqqMQOPGI4B6Ymp++XJhC2Q/5zVIWBESIAESIAESIAESIAESIAESIAES8F4C7gt51EO/bf3Ef0U6KAW6WD4vBP1l7V4TnZf/73MnQv6gWp5fD8vV8n2HfLyXE2tGAiRAAiRAAiRAAiRAAiRAAiRAAl5BwH0hX68ftuXc9P4/0X65ZZdn6lsedNgjb83I/2+2/grB7xU4WAkSIAESIAESIAESIAESIAESIAES8G4CnhHyakZ+hFgqf3l2Xay9FzPyFPLe3fWsHQmQAAmQAAmQAAmQAAmQAAmQgC8S8IiQPzhC7o/H5Rn4fCytFw+q/fOckffFIcM6kwAJkAAJkAAJkAAJkAAJkAAJ2EnAg0JezMerK+b+dxgel9bb2a8smwRIgARIgARIgARIgARIgARIwE8JeETIi9Purrh3vp44lX65OJVeCXtwj7yfjh02iwRIgARIgARIgARIgARIgARIwAYCVxfyNlSKRZIACZAACZAACZAACZAACZAACZAACTgnQCHPkUECJEACJEACJEACJEACJEACJEACPkSAQt6HOotVJQESIAESIAESIAESIAESIAESIAEKeY4BEiABEiABEiABEiABEiABEiABEvAhAhTyPtRZrCoJkAAJkAAJkAAJkAAJkAAJkAAJUMhzDJAACZAACZAACZAACZAACZAACZCADxGgkPehzmJVSYAESIAESIAESIAESIAESIAESIBCnmOABEiABEiABEiABEiABEiABEiABHyIAIW8D3UWq0oCJEACJEACJEACJEACJEACJEACFPIcAyRAAiRAAiRAAiRAAiRAAiRAAiTgQwQo5H2os1hVEiABEiABEiABEiABEiABEiABEgj49ddfs4iBBEiABEiABEiABEiABEiABEiABEjANwhwRt43+om1JAESIAESIAESIAESIAESIAESIAFFgEKeA4EESIAESIAESIAESIAESIAESIAEfIgAhbwPdRarSgIkQAIkQAIkQAIkQAIkQAIkQAIU8hwDJEACJEACJEACJEACJEACJEACJOBDBCjkfaizWFUSIAESIAESIAESIAESIAESIAESoJDnGCABEiABEiABEiABEiABEiABEiABHyJAIe9DncWqkgAJkAAJkAAJkAAJkAAJkAAJkACFPMcACZAACZAACZAACZAACZAACZAACfgQAQp5H+osVpUESIAESIAESIAESIAESIAESIAEKOQ5BkiABEiABEiABEiABEiABEiABEjAhwhQyPtQZ7GqJEACJEACJEACJEACJEACJEACJEAhzzFAAiRAAiRAAiRAAiRAAiRAAiRAAj5EgELehzqLVSUBEiABEiABEiABEiABEiABEiABCnmOARIgARIgARIgARIgARIgARIgARLwIQIU8j7UWawqCZAACZAACZAACZAACZAACZAACeRLyJ85cwYpKSnIzMxEVlYWqZEACZCA3xEICAhASEgIIiMjUaxYMY+3j37U40iZIQmQgBcRoA/1os5gVUiABHySgKt+NE8hL4X7sWPHEBoaiujoaISHh/skFFaaBEiABPJDIC0tDUlJScjIyECZMmWUsNdN9KO6BGlPAiTgKwToQ32lp1hPEiABbyXgih/NU8gnJiYW2OyUt8JjvUiABEjAmj2vUKGCNgz6UW2EzIAESMDHCNCH+liHsbokQAJeRyA/fjRXIS+N5axUbGys1zWMFSIBEiCBgiZw/PhxtRpJZ5k9/WhB9xLzJwES8FYC9KHe2jOsFwmQgK8QuJofzVXIy1mkUqVKcTm9r/Q060kCJOBRAnJp059//gmdWXn6UY92CTMjARLwIQL0oT7UWawqCZCAVxK4momarFUAACAASURBVB/NVcgfOnQIlStX9spGsVIkQAIkUBgEdP2grn1htJFlkAAJkEBBEdD1gbr2BdUu5ksCJEAChUUgLz+Yq5A/ePAgqlSpUlh1ZDkkQAIk4HUEdP2grr3XAWGFSIAESMAFAro+UNfeharyURIgARLwSgJ5+UEKea/sMlaKBEjAGwjoBpG69t7AgHUgARIgAXcJ6PpAXXt36007EiABEvAWAhTy3tITrAcJkIBPEdANInXtfQoWK0sCJEACOQjo+kBde3YICZAACfg6AQp5X+9B1p8ESMAWArpBpK69LY1moSRAAiTgIQK6PlDX3kPNYDYkQAIkYBsBCnnb0LNgEiABXyagG0Tq2vsyO9adBEiABHR9oK49e4AESIAEfJ0Ahbyv9yDrTwIkYAsB3SBS196WRrNQEiABEvAQAV0fqGvvoWYwGxIgARKwjYAtQv7AgQPIzMx02uhy5cqhWLFi+Qaye/duLFiwAE2aNMG1116bb7uMjAzIxoeFhUHe52zlcdttt+U7Dz5IAiRgLgHdIFLXPi8/GhcXh5iYmHx3ji/70UuXLilfLv+fctNNN+W7zXyQBEjAXgK6PlDXnrHolf2/fPlyVKpUCVWrVrV3YLB0EiCBfBOwRcg3btxYBV7OUp8+ffDII4/kuwHvv/8+Fi1ahGbNmuGNN97It92ePXvQsmVLvPLKK0rMf/755+jduzceffTRfOfBB0mABMwloBtE6trn5Uf79u2Lhx9+ON+d46t+9MSJE+jSpQt27Nih2lqiRAkMGjSIgj7fPc8HScA+Aro+UNeesShw+vRp/Pjjjxg9ejTkC9127drhxRdftG9QsGQSIAGXCNgi5CdMmICzZ88iKSkJs2fPVhWWQlymBx98EDfffLNLjVi7di3q1Knjkk2PHj3ULPykSZOwdetWCnmX6PFhEiAB3SBS155+FOjevTsWL16MTp06ITw8HL169ULFihUxZ84cDlASIAEvJ6DrA3Xt6UMv+9CFCxdmjxQKeS//0rB6JJCDgC1C3qrDvn378Pzzz6t/btu2Tf0txXVCQgIeeOABzJw5U83O33DDDZg3bx7k81lZWbjzzjvxxBNPIDQ0VInw7du347777kO1atUgHbP8vbSxgrnnnnvuihmaw4cPo2nTpqhduzY+/fRTTJw48W9CfsWKFVizZg3kEnwZGMo3t6VLl1Z1lEvxx48fr15EhISEoGPHjihevDiOHj2KcePGZf++Q4cOaoaIiQRIwP8I6AaRuvb+5kelGJfbqlzxo3LVQUBAAGbMmIGIiAg8+eSTkLP00qffeOON/jfo2CIS8CMCuj5Q197ffKg7saiMs+X2JBlHy7iXQt6PvmBsihEEvE7Iv/nmm9i0aRPuuOMOtfy+ffv2KFOmDORSUbl//vjx4zh06BC6deuGp556Si0HGjZsGLp27Yr//Oc/eOyxx5Ceno6oqCgV4EnRHRsbi1mzZqlAT6aRI0dizJgxGDVqlBL/jkK+Xr16GDJkiHohIIW73GcqhX/ZsmXV71JTU/H0008jKChI2SYnJ6u6yZcHDRs2vOL3cqm+K/v2jRhxbCQJ+AkB3SBS1z6vINQX/Wi/fv3Ui9H8+lHp2+X/Axxn4Fu0aKGW2Q8ePFi9qGUiARLwXgK6PlDX3t98qE4sKlczyQkzCnnv/b6wZiTgjIDXCvm77roLX3zxBQIDA9WsuAzwLGH+7LPPKqEvP3cm5OXzcjY+OjpazeifOnVKzaBbS/YbNWqk3kBOnjxZ7Y93FPK33HIL5Ay+nGGfP3++Yib3XEoRLx3c9ddfr/biy1UBX331VTbT7777Dm3atFH1GjFiBEcbCZCAnxPQDSJ17fMThPqzH/3+++/VOSeOQl4GsvKlLYW8n3/52Dy/IKDrA3XtTfehjoOIQt4vvlJshIEEvFbIyyXvcnm9TOvWrVPi+M8//1Qz4HLG/e67785VyEdGRqq973KWXC6h379/vxL88kR6OdsvBXnbtm3xwgsvqPwdhfw111yDl156Sc3s9+zZU30ul9jLZZ9ypkiKdfln7969aqa/evXqanWAfDGQ8/dylYB8mcBEAiTgfwR0g0hd+/wEob7kR+WBexcvXsy3H5UHlsqzVRyF/H//+191YBOFvP9939gi/yOg6wN17f3Nh+rEohTy/vf9YovMIOC1Qn7s2LFKJMskBb3cGz98+HAULVpUXTWX14y8XFYvxXlOIS9n5Js3b45jx46pGXuZV04hf9111ymBf++996r98zJNnTpV/Sx/L5f6p6WlqQOW5s6dCxlMtm7dWuUrXzDIE/St37dq1Uqdis9EAiTgfwR0g0hd+/wEob7kR+WLUCnEXfGj8mwUuWXK2iNfv3797ENU5UtZJhIgAe8loOsDde39zYfqxKIU8t77PWHNSCAvAj4h5GvWrKna8M033yiBPm3aNNSqVSvXGfnchLxcLi9n6J955hklyK3kOCMvZ/rl5/JKDinE5VL6zz77TIl/uWTz5MmT6jA+eU3dkiVL1Imfcm++PGTpyJEjkIHksmXLsvfwyzekTCRAAv5HQDeI1LV3NQj1Rz8qD3dav3698tXyJhTpy+XeeDkjz0QCJODdBHR9oK49fehf44NC3ru/K6wdCeRGwCeE/MCBA9V+djkrL2dgNm/eDBmU5rZHPjchLwM+OUMlD7mrUaOGUyEvBbpciv/BBx+ov2WSLwBkoCgPVtq1axdeffXVbNtbb70VH330kTop2XH2Xa4mkL8vX748Rx8JkIAfEtANInXtXQ1C/dGPyoNP5VWiP/30k8Ih/fEnn3yCUqVK+eGIY5NIwL8I6PpAXXv6UAp5//pGsTUmErBVyLsCXM52y6Xy8uR6d5K8Kq5BgwbqFHl5RVx+0q+//qoO2qtSpYo6FM9Kcmm9DCDl/ndHoS6XhEqg8kVChQoV8lMEnyEBEvBRArpBpK69O9j80Y/K80kkS3kwqvTVTCRAAr5BQNcH6tq7Q8kffag7HGhDAiTgHQR8Rsjr4pIzNitXrkSdOnXUrA0TCZAACegQ0A0ide116u6uLf2ou+RoRwIkkJOArg/UtbejR+hD7aDOMknAfwkYI+T9twvZMhIgATsI6AaRuvZ2tNmuMjt37vy3ouXNI3FxcXZVieWSAAloEtD1gbr2mtX3KXP6UJ/qLlaWBPJNgEI+36j4IAmQAAn8RUA3iNS1N6kvfv755781t3LlyggPDzcJA9tKAn5FQNcH6tr7FcyrNIY+1KTeZltNIkAhb1Jvs60kQAIeI6AbROrae6whzIgESIAEbCCg6wN17W1oMoskARIgAY8SoJD3KE5mRgIkYAoB3SBS194UzmwnCZCAfxLQ9YG69v5Jla0iARIwiQCFvEm9zbaSAAl4jIBuEKlr77GGMCMSIAESsIGArg/UtbehySySBEiABDxKgELeoziZGQmQgCkEdINIXXtTOLOdJEAC/klA1wfq2vsnVbaKBEjAJAIU8ib1NttKAiTgMQK6QaSuvccawoxIgARIwAYCuj5Q196GJrNIEiABEvAoAQp5j+JkZiRAAqYQ0A0ide1N4cx2kgAJ+CcBXR+oa++fVNkqEiABkwhQyJvU22wrCZCAxwjoBpG69h5rCDMiARIgARsI6PpAXXsbmswiSYAESMCjBCjkPYqTmZEACZhCQDeI1LU3hTPbSQIk4J8EdH2grr1/UmWrSIAETCJAIW9Sb7OtJEACHiOgG0Tq2nusIcyIBEiABGwgoOsDde1taDKLJAESIAGPEqCQ9yhOZkYCJGAKAd0gUtfeFM5sJwmQgH8S0PWBuvb+SZWtIgESMIkAhbxJvc22kgAJeIyAbhCpa++xhjAjEiABErCBgK4P1LW3ockskgRIgAQ8SoBC3qM4mRkJkIApBHSDSF17UziznSRAAv5JQNcH6tr7J1W2igRIwCQCFPIm9TbbSgIk4DECukGkrr3HGsKMSIAESMAGAro+UNfehiazSBIgARLwKAEKeY/iZGYkQAKmENANInXtTeHMdpIACfgnAV0fqGvvn1TZKhIgAZMIUMib1NtsKwmQgMcI6AaRuvYeawgzIgESIAEbCOj6QF17G5rMIkmABEjAowQo5D2Kk5mRAAmYQkA3iNS1N4Uz20kCJOCfBHR9oK69f1Jlq0iABEwiUGhCfsSIEYpr/fr1cc0111zBeP78+fjjjz9QtWpVPPjgg+qzxMRELFy4EKGhoWjWrJn63bFjxzBv3jz182OPPYaKFSuqn8ePH4+0tDRUqFABjz/+uEn9x7aSAAnYREA3iHTHPjc/mp6ejokTJ+LixYsoUaIEGjZsiMDAQOUzpX/NysrCM888oz6TKSMjA5MnT872rTn9a7169VClShWbyLJYEiABEwi44wMdubhjn1csKvPes2ePKuKWW265ogvWr1+Pe++9F8ePH8fcuXOv+Ozuu+/GrbfeekWMSh9qwghmG0nAfgKFIuS/+OILJdCrVauGDz/8EO+++y7Cw8NV60+cOIGTJ0/ixhtvRP/+/dG8eXP1+0GDBqF79+7YunUrdu/ejRYtWuDTTz/FU089heuvvx6ffPIJ3nnnHWzevBlxcXEoW7asspdC/vbbb7efLGtAAiTg1wTcCSJ1gtC8/OjRo0eRlJSEm266CdOnT0dUVJTyuX379sV7772HAwcOYPbs2ejSpQsOHz6sfpb1HzZsmKpSamoqZID78ssvZ4t9v+48No4ESMB2At7kQ8+dO6cmimS8KUW4Nam0bt06bNiwAeXKlVP+MWeSsWq7du3oQ20fTawACZhJoFCE/Oeff4727dsrwoMHD0atWrXwz3/+82/Ex4wZg6ZNm2Ljxo0qyHz11VfVMz179kTnzp0xcOBA9RJAJhmA1qlTR70csNLMmTOVqK9du7aZvclWkwAJFBqBwg5C8+tH9+3bh++++w4vvfQSunXrhg8++ADBwcHqJWrXrl3Vz3IF1EcffYQhQ4YoXtJ3Vq5cGXfeeWeh8WNBJEACZhPwRh8qV3jK1Z2WkJc9JP3p3r17/ybkR48erSaO7rjjDvpQs4cyW08CthEoFCEvZ5LefPNN1cixY8eiUqVKqFu3bnaj5e8yMzPVUvlHH30UR44cUc/JGXkZlErH2qtXLzUj36hRIzUjL4X9iy++mC3kf//9d/Tu3Vv9iYmJcQpULr+3VgLYRpwFkwAJ+AWBwg5Cr+ZHJVTpO8eNG4eWLVuqVUpyuX1ycrJa9SSXfjZo0ECxzynk+/Tpg2LFiuGuu+5SW5rk0nzHl6SOHUY/6hfDl40gAdsJeKMPza+Ql0vshw4dqlY8ybiSPtT24cQKkICRBApFyMtZ+LZt2yrAI0eOVMvo77vvvr8Bl0s7pcCXQn3Xrl1q2bwMRnfu3KmcpRTrixcvVnanT59Ws/dS/MvAc8eOHejUqVOeQv3QoUMICwszsqPZaBIwkUBsbKyagS6IVNhB6NX8qPSTixYtwhNPPKH2d0ofKvfHy5eecum99L3vv/++8oHOhLy0q169utoDKpfnv/HGG06x0Y8WxGhiniTgvQQKyo96mw+VPZBfIb9mzRqEhIRkrwCVQp4+1HvHMGtGAnYSKCgfKttUKELe2qcpC5Qz6zKYdJZ+/PFHbNu27YrlSzIYlcua5B55xyTfhLZp0wZLly5VB+NZe+vz6ij5XPny5REQEGBnf7JsEiABPyBQ2EFoXn70119/VXvcP/7442yy8kWoPLjJ2qIk93K+9tpr6mVnXkvrpVBftWpVrj6VftQPBi+bQAJeQMCbfKiFI79CXq4YlWeOWKs8Hbcn0Yd6weBiFUjAEAKFIuSlOF+yZAlKly6tlmvec8896mA6OftesmRJLF++XJ2qfOHCBRVoBgUFZZ9EHxERgSeffBLR0dFYtmwZpIOUy0RlcCrzk29B5VtRazm948n3OfuQAagho5rNJIFCIFDYQWheflT6NvkiVPpEmaTfbNy4MVasWIH4+Hi1vF7Otj/yyCPqNPucQl7ayDNKpA8+deqUenEqfbOzRD9aCIOLRZCAAQS8yYfWrFlTEc+PkP/ll18wZcoUJeQdV3zRhxowaNlEEvAyAoUi5L2lzQxAvaUnWA8S8H0ChR2Eegsx+lFv6QnWgwR8mwB9KFeH+vYIZu1JwH4CFPL29wFrQAIk4IMEGIQyCPXBYcsqk4DXEKAPpQ/1msHIipCAjxKgkPfRjmO1SYAE7CXAIJRBqL0jkKWTgG8ToA+lD/XtEczak4D9BCjk7e8D1oAESMAHCTAIZRDqg8OWVSYBryFAH0of6jWDkRUhAR8lQCHvox3HapMACdhLgEEog1B7RyBLJwHfJkAfSh/q2yOYtScB+wlQyNvfB6wBCZCADxJgEMog1AeHLatMAl5DgD6UPtRrBiMrQgI+SoBC3kc7jtUmARKwlwCDUAah9o5Alk4Cvk2APpQ+1LdHMGtPAvYToJC3vw9YAxIgAR8kwCCUQagPDltWmQS8hgB9KH2o1wxGVoQEfJQAhbyPdhyrTQIkYC8BBqEMQu0dgSydBHybAH0ofahvj2DWngTsJ0Ahb38fsAYkQAI+SIBBKINQHxy2rDIJeA0B+lD6UK8ZjKwICfgoAQp5H+04VpsESMBeAgxCGYTaOwJZOgn4NgH6UPpQ3x7BrD0J2E/AKCG/b38CKleqgNBQOk/7hx5rQAK+TcDUILRLj0Q8+0xp3FY9zLc7kLUnARKwlYCpPjQxMRHly5dHQABjUVsHIAsnAT8gYJSQr//UUXR4ozgerVfED7qOTSABErCTgKlB6GP/SUTbViXw2CP0o3aOP5ZNAr5OwFQfeuRIAipWrIDAQAp5Xx/DrD8J2E3AKCH/76cT0aJ5cTz5r6J2c2f5JEACPk7A1CBU+tGWzUugwb8o5H18CLP6JGArAVN96OPCh77GWNTWscfCScBfCBgl5J969iief64YGv2HQt5fBjDbQQJ2ETA1CH1S+NEXno1Bo4aRdqFnuSRAAn5AwFQf2rR5Iu6tFYXWLWL8oBfZBBIgATsJGCXkn2maiCf/HY0Xm0bbyZxlkwAJ+AEBU4PQp5scxdNPRaPps1F+0ItsAgmQgF0ETPWhbToeRbGYcPTuUdIu9CyXBEjATwgYJeSfeykR9R6Kwqsv8y2on4xfNoMEbCNgahDa6IWj+Ff9KDR7gS9EbRt8LJgE/ICAqT70/V6J+P33MIz6srQf9CKbQAIkYCcBo4T8C82PotbdkWjTkkLezkHHsknAHwiYGoQ2aXYUD94fiRb/pR/1h3HMNpCAXQRM9aGfD0nAqrXBmDe9nF3oWS4JkICfEDBKyDdreRS33RopTq5nAOon45fNIAHbCJgahD4v9nfec7fY38kXoraNPRZMAv5AwFQfOmFyPIaPDsSGFRX8oRvZBhIgARsJGCXkX219FFWvK4LOnYrbiJxFkwAJ+AMBU4PQl19NxO13RKJ962L+0I1sAwmQgE0ETPWhs+fGo/tHwO6t14i75G2Cz2JJgAT8goBRQv71tkcRFxeB7p1L+EXnsREkQAL2ETA1CG3+eiJuvikSb7WjkLdv9LFkEvB9Aqb60AWL49G5O7BRzMhHRQX6fkeyBSRAArYRMErIvylOCo0pFoGPulPI2zbiWDAJ+AkBU4PQFm0SUblyUXR5iyub/GQosxkkYAsBU33oilVH0LFzIBbNjUNcuSBb2LNQEiAB/yBglJBv/04iQkIi0L83r/zwj+HLVpCAfQRMDUJfb5uIcuWKoMd7fCFq3+hjySTg+wRM9aHr1h/Bm28HYvr4svjH9SG+35FsAQmQgG0EjBLyb3c5iszMMHzev5RtwFkwCZCAfxAwNQh9o2Miihcvgl7vU8j7x0hmK0jAHgKm+tBNm4/gjU6BGDE0FnfWCLMHPkslARLwCwJGCfn3ehzFmbOhGPY57+70i9HLRpCAjQRMDULbv52IsPAIfNyLK5tsHH4smgR8noCpPnTb9ni0ah+A/n1K4YH7Iny+H9kAEiAB+wgYJeS790rEb3+EYpR4C8pEAiRAAjoETA1CO3VOFNjCMaAfVzbpjB/akoDpBEz1oT/sikfLtoHo9m5xPPFYUdOHAdtPAiSgQcAoId+r31H88mswxo8so4GMpiRAAiQAmBqEvtstEWlpYRj0KVc28XtAAiTgPgFTfehPPyfg9XaBaN0yBs89E+k+QFqSAAkYT8AoId/v00Ts3BOCqV9TyBs/8gmABDQJmBqEdhFblE5zi5Lm6KE5CZCAqT50794EdOwShIYNIvFqs2gOBBIgARJwm4BRQn7AoERs3BKMWZPKug2MhiRAAiQgCZgahMotSn/8ESYOauKMPL8JJEAC7hMw1Yfu35+A93uH4P/uCEendsXcB0hLEiAB4wkYJeQHDU3EyjXBmDedQt74kU8AJKBJwNQg9MM+iTgUH4qvh/OsEc0hRHMSMJqAqT70wIEEfDwwDOXKBqMnb/8w+jvAxpOALgGjhPywEQmYvzAIi+bG6XKjPQmQgOEETA1Ce3+SiJ/3hWDiaG5RMvwrwOaTgBYBU33owYMJGPJVOC5cAgb358omrUFEYxIwnIBRQn7U2ERMnRWI5d9SyBs+7tl8EtAmYGoQ2m+AOGtkVzCmjuPKJu1BxAxIwGACpvrQw4cTMGZCEcQnXMTXI7iyyeCvAJtOAtoEjBLy4yYI5zkxEGuWlNcGxwxIgATMJmBqECrPGtm0NRgzJ1LIm/0NYOtJQI+AqT40Pj4R02YXxabv0jF7Cv2o3iiiNQmYTcAnhPy5c+ewd+9eZGVl4eabb0ZERMQVvSY/S01NRcWKFREbm/vbzUlT4/HliEBsWFnB7F5n60mABLQJmBqEfj4kEavXBWPuNAag2oOIGZCAwQRM9aGJiYn4dnEUZs1LxbJvuELU4K8Am04C2gR8QsgPGDAArVu3xq5du7BixQq8++67CAoKUo3funUrwsPDERcXhw8//BBdunRB2bLOA8ypM+Lx2ZAgbFnDGXntkcMMSMBwAqYGoV8OT8TC5UH4dmY5w0cAm08CJKBDwFQfKoX8pi0xGDD4LDav5sSSzhiiLQmYTsDrhfz+/fsxZ84cvP322wgMDFRiXQp5Kd5zJvlMq1atUKVKFaf9On2WOCn0M2D7hoqm9zvbTwIkoEnA1CB0+MgEzF0QjMVzKeQ1hxDNScBoAt7qQ5OSkvDFF1/g/vvvV6tBq1evjrvuuiu7r9atW4dff/1V/X779u1o2bIlfvjhB2zcuBE1atTAkiVL0KZNG5Qu7fwgOynkd+4ujvd7ncL29RVFbGv0MGDjSYAENAh4vZDfvHkzdu/ejRYtWqhmytl5KdaLFCmS3ew9e/bgxIkTSEhIwEsvvZQrjpmz49Hr4wD88B2FvMaYoSkJkIAg4K1BaEF3Dg8NLWjCzJ8EzCDgrT50x44dKu6U8eSRI0cwatQo9OrVK7tTevfuja5du6p/f/rpp3jyyScxfvx4PPfcc6hWrRoWLVqE0NBQPPTQQ047Ugr5vb+UwHs9TmHJvHIoUfzyClMmEiABEnCVgF8IednokydPqtn6jh07olKlSk45zJ4bj+4fQRx2F4mAAFdR8XkSIAFfI1CiRIkCq7K3BqEF1uD/Zfy1ODT060lBWL2YezsLmjXzJwF/JuCtPnTGjBlKkMszmeQkkYwt+/Tpg+joaNUdgwYNQrt27dTPkydPVjPvcja+YcOGapZ+2bJlOHPmDBo1auS0+6SQP5JQEm93PYnxo8qgapUQf+5mto0ESKAACXi9kI+Pj8fEiROz98X36NFD7YMPCwv7G5axY8fihhtuQO3atZ0imzs/Ht3ES9XNq0ojOJhKvgDHFbMmAa8g4GwLjqcq5q1BqKfal1s+Eycn4KuxAVi3jHs7C5o18ycBfybgrT7UHSF/0003KVFfrFgx1WXFixfPVcgfOnRICPmi+KBPJt5pD9S4lfGoP49zto0E5EHswcHBBQLC64W8bPW4ceOUQJdL56VzrFevHvr27YsGDRrg8OHDapl9SEgINmzYgObNm+e6L2n+t/Ho8qHYIy/2JIWF0XEWyIhipiRgCAFvDUJzwy9njORy0dOnT6NOnTqoVauWWJl02Q/KGaK5c+eqQ0Tl53J/Z0xMjNOspkxPwODhAdjE2z8MGelsJgkUDAFv9aEyljx79iwef/xx5RuHDBmCfv36ZUOQWzw7deqk/j148GDUr18f//jHP7I/nzVrFq699lrUrFnTKTiZZ3JqLN7s9Cc6tS2Gxx75a6towZBmriRAAv5KwCeEvKfgf7swHu99IGbkxSmhRYvwdBFPcWU+JGAiAW8NQp31xfHjx1XAKVc0yZee8sDQnj17Ol3ZNHPmTHULSG4rm6bOSMCAL8SNIWt51oiJ455tJgFPEfBWH/rbb7/ho48+UuJ96dKlkLPtcnWXXPUpfejIkSOVcJeTStYye/mc/J3cGy8PypOTTbklKeQvXCyD1u1P4Plno/D8c1GeQsp8SIAEDCNglJBfuDge73YHNqyogOgoCnnDxjqbSwIeJeCtQaizRm7btg3yz+uvv64+7t+/v5p1dzw01LKTAaicYbr99tud8pK3f/QTt398z9s/PDqemBkJmEbAm32oXAEqX4AWLVpUrQhNTU1VK0DlvvnMzEzIQ5ZlkuI9KuqyEJcn12dlZeGWW27JcxmtFPLBwWXwWts/8VDdCLRtdXk5PhMJkAAJuErAKCG/eGk83ukWgDVLy6N4MQp5VwcLnycBEviLgDcHoTn7KT+3f8ilpOvXr1enNLdu3TrXrp4hbv/46BPgu9WxHA4kQAIGECios0Z8yYd6spulkI+MLIdX25zALdVC8UGXgjuU1ZP1Zl4kQALeR8AoIb9k2RG83S0QKxfGoVRJXvfhfcORNSIB3yHgS0Horl27sHLlSrRvL05WEkmewNyhQwdERERkA5eHiNatWxcPP/xwnp0wS9z+0aM3nvnCVgAAIABJREFUsFbc/sFEAiTg/wQK6vYPX/KhnuxlKeRLlYpD89dPoKSIRb8YUMqT2TMvEiABgwgYJeSXrzyCju8FYtk3cSgTSyFv0DhnU0nA4wR8KQhNT09X+z07d+4MeRPIggUL0LZtW8ybN08dyCSvS6patao6BO9qafa8y9d47vruGgRyYdPVcPFzEiCBXAj4kg/1ZCdKIR8XV17NyKenZ2HSmDKezJ55kQAJGETAKCG/cvURdHg3EIvmlkNcuYK5BsCgscOmkoDRBHwtCJX7PaVwl4fdNWvWTPXdnDlzlJCXS+/lafVWkqL+wQcfdNq/1jWeOzddI/Z5Gj0E2HgSIAENAr7mQzWaeoWpFPLly5dXp9b/cewipo0vK24M8VTuzIcESMAkAkYJ+dVrDqPdu0H4dmY5VKzACNSkgc62koCnCZgahM775gi69gxQh92FhvIaT0+PK+ZHAqYQMNWHWkL+3W4nsfeXTMycWJa+1JRBz3aSgIcJGCXk16wVQv6dIMyZVhaVrw3xMEpmRwIkYBIBU4PQbxYcQZcPArBlXUVEhFPImzTm2VYS8CQBU32oJeR79j2NzVvSMHtqOfpSTw4s5kUCBhEwSsivXXcYbYWQnzmpLKpWoZA3aJyzqSTgcQKmBqELFh1B5x4B2LyqoriaiULe4wOLGZKAIQRM9aGWkB8w+CwWLT2H+dPLCl/KA0cMGfZsJgl4lIBRQn7dhiNo+1Ygpowrgxv/EepRkMyMBEjALAKmBqELFx/Bu90DsGFFBURHMfg0a9SztSTgOQKm+lBLyA8bmYSpM1PUds/oaPpSz40s5kQC5hAwSshv2HgEbwghP35kGVQXd3cykQAJkIC7BEwNQhcvldd4BmDd0gooVozBp7vjh3YkYDoBU32oJeTHT0rBsNFiVn52HIoXpy81/fvA9pOAOwSMEvKbNh9Bm06BGDU0FnfUCHOHF21IgARIQBEwNQhdsuyykF+1qDxKluBRy/w6kAAJuEfAVB9qCflZc1PRd8BpLJkXh1LiPnkmEiABEnCVgFFCfvN3l4X8lwNL465/hrvKis+TAAmQQDYBU4PQZSuOoFOXQKxYEIfSpRh88itBAiTgHgFTfagl5BcsPofuH53CojlxKBNLX+reKKIVCZhNwCghv2XrEbTuEIiBn5TCfbUjzO55tp4ESECLgKlB6PKVh9HxvSAsnR+HsmUYfGoNIhqTgMEETPWhlpBfsvw8+vQ/jTHDYlH1Oh7AbPBXgU0nAbcJGCXkt22PR6v2Afjko1Koez+FvNujhoYkQALGLq1fufoIOrwbiEVzyyGuXDBHAgmQAAm4RcB0Ib9i9XkMG3kWzV6IxhOPF3WLIY1IgATMJmCUkP/++3i8LoR8rx4l8ehDRczuebaeBEhAi4CpQeiq1YfRvnOQOmm5YgUKea1BRGMSMJiAqT7UmpFfvS4N02clo0L5YHR9p4TBI4FNJwEScJeAUUJ+5854vNYuEN3fK45/1efbT3cHDe1IgATMPexu9drDaPdOkLj7uByuvYZCnt8FEiAB9wiYLuQ3bErHomWp+PXgBUwV1yIzkQAJkICrBIwS8rt2xaNl20B07lQcTz1BIe/qYOHzJEACfxEwNQhds04I+beDMHtqWVSpxH2d/E6QAAm4R8BUH2rNyG/bno6lK89j9vxUbFlTAUE8csS9gUQrEjCYgFFCfveeBDUj375NDBo3jDS429l0EiABXQKmBqFr1x9B27cDMXNiWR7QpDuIaE8CBhMw1YdaQn7XngwsX3Uek6Yl8+R6g78HbDoJ6BAwTsi/+VYgWjaPQdPGFPI6A4e2JGA6AVOD0HX/E/JTvi6DG28INX0YsP0kQAJuEjDVh1pCfu/+TKwQQn785GSMHyX86T+4wsnNoUQzEjCWgFFCfo+YkZeHNL3YJAovPx9lbKez4SRAAvoETA1C1288AvlCdMLIMrilGoW8/khiDiRgJgFTfagl5A8dvoClK87h60nJGNy/FP6vZriZA4GtJgEScJuAWUL+xwS80y0I/2kQiRb/jXYbGg1JgARIwNQgdOOmI3hDCPnRX8bi9tvCOBBIgARIwC0CpvpQS8gf/e0iliw7hzETktCjSwk8wtuU3BpHNCIBkwkYJeR//CkBXT4IxsPCWb7xWozJ/c62kwAJaBIwNQjd9J0Q8h0DMfyL0vjnHZxB0hxGNCcBYwmY6kMtIX/iz0tYsFjMyE9Mwpuvx+CZ/3DLp7FfBjacBNwkYJyQ79E7BLXvDkfHN4u5iYxmJEACJGDu9XPfbTmC1kLIDxlQGrXuopDnd4EESMA9AqYL+aTkLMyak4IlYnn9ww8WwavNuFLUvZFEKxIwl4BRQv4nMSPf6+Ng3HZruLqCjokESIAE3CVgahC6ZWu8EPIBGNivFO67J8JdfLQjARIwnICpPtSakU9LByZOScbP+zJQNjYI73RkXGr4V4LNJwGXCZgl5H9OQL/PQlC1Sii6v1fCZVg0IAESIAGLgKlB6Lbt8WjVPgCf9C6FunUo5PmNIAEScI+AqT7UEvJZWQH4avRZHD5yAQgAPu5V0j2QtCIBEjCWgFFC/mch5Ad8EYqyZYLxUQ86TGNHPRtOAh4gYGoQuv17KeQDhQ/l4UweGEbMggSMJWCqD7WEfEDAZSEvZ+RTU7MwcmissWOBDScBEnCPgFlCfm8CBg8LQ2RkEPr3ppB3b8jQigRIQBIwNQjdsSMerwkh/4E4ZfnxR4twMJAACZCAWwRM9aGOQn6vEPGz56di85Y0zJ9Rzi2ONCIBEjCXgFFCfq8Q8l+ODEdAYAAGiTs7mUiABEjAXQKmBqE7fxBCvm0gur5THA3+VdRdfLQjARIwnICpPtRRyKelZ2HC5GSMHp+EzasqGD4i2HwSIAFXCZgl5PclYOTX4Th3Dhg2qLSrrPg8CZAACWQTMDUI3bU7AS3fDMA7HYqj4ZMU8vxKkAAJuEfAVB/qKOQzM7PUgXfDxyRh8dw4FC8W6B5MWpEACRhJwDgh//WkCJw4cQmjh3EvkpEjno0mAQ8RMDUI3S2E/GvtAtD+jWJo3JD3HntoODEbEjCOgKk+1FHIX7wITBBCfvyUJHwqDhC9o0aYceOADSYBEnCfgFFCfv/+BEyYVgSHD1/AhNFl3KdGSxIgAeMJmBqE7t6TgDbiHvnXX4lG02ejjB8HBEACJOAeAVN9qKOQl+TGTUrGjNkpaPZiFJ55ii9H3RtNtCIBMwkYJeR/+SUB02YXxQ+7MzBjYlkze5ytJgES8AgBU4PQPULIt3s3CC8/H4WXmlLIe2QwMRMSMJCAqT40p5CfPjMFU2clo/bd4XirHe+SN/CrwCaTgNsEjBLyBw4kYO63UVi9/jy+ncnTQd0eNTQkARIw9tR6KeQ7dQ1Sy+pfeTmaI4EESIAE3CJAIS8ujxfpm4WpmDQtGRXKB+PTPjyI2a3BRCMSMJSAUUL+118TsHBZNOZ9k4rlC+IM7XI2mwRIwBMETA1C9/yYgM7dg/Dvx4uK5fUxnkDJPEiABAwkYKoPzTkjv3zVOUydkYKMjCyMH8VtnwZ+FdhkEnCbgE8I+Y0bN2L37t04ffo06tSpg1q1aiEg4PKbTOkQ586di6CgIPV5mzZtEBPjPLg8eDABK9bE4OuJydiworzb0GhIAiRAAqYGoT8KId+1ZzAeqlsEb75OIc9vAgmQgHsETPWhOYX8xs1pmC72yCckXlDbPgN5cL17A4pWJGAgAa8X8sePH8fgwYPRo0cPhISE4N1330XPnj0RFvb3kz1nzpyJuLg41K5d22lXHjqUgFVrozFsdDK2ruV9nQaOdzaZBDxGwNQg9MefEtCjdzBq14pAR3FyPRMJkAAJuEPAVB+aU8jv2JmOWfNS8cMe8feksggNvTxRxUQCJEACVyPg9UJ+27ZtkH9ef/111Zb+/furWfciRYr8rW19+/ZF/fr1cfvttztt9+HDCVi5NgZDv0rClrXlxSw+neXVBgg/JwEScE7A1CBUCvleH4fg9tvC8G5HHszE7wcJkIB7BEz1oTmF/P5fxAHMc1KxdsN5zJ1aDhERjE3dG1G0IgHzCHi9kN+8ebNaVt+iRQvVOwMGDECrVq2uEPJnz57F+vXrceTIEbRu3TrXXjx48LCYkS+G4WOSMWlUECJ5y4d5I54tNopAbGwsgoODC6TNpgahPwkh32dAKG68IRTd3qGQL5DBxUxJwAACpvrQnEL+9JmLGD4qCUtXnMP8GeUQFcm19QYMfzaRBDxCwOuF/K5du7By5Uq0b99eNbhPnz7o0KGDeGMZkQ2gS5cuqFu3Lh5++OE8oSQkJGD56hiMGJuEWZPLIa5skEcgMhMSIAHzCJgahEoh/8mgUFx7TQg+7FrCvI5ni0mABDxCwFQfmlPIS5ifDT6DWfNTsUDcqFSsGIW8RwYYMyEBAwh4vZBPT09Hv3790LlzZ8THx2PBggVo27Yt5s2bh5o1a2LZsmWoWrWqOgTvakk6zxWrozFqXDJGD4vFP6qGXM2En5MACZCAUwKmBqE//ZyAgUPCULp0EPp8UJKjgwRIgATcIuDNPnTnzp3YsmULoqOj0ahRI3WgsmMaMWKE+qecQKpcubL6+dixYyo2lalevXqoUqWKUy7OhPykaSn4fOgZLJpTDqVKcpLJrQFFIxIwkIDXC3nZJ/LAO+kc5WF3zZo1U900Z84cJeTl0nt5Wr2VpKh/8MEHc3WeazaIGfkxSRj4cSncUePvB+YZOAbYZBIgATcIeHMQ6kZz8m3ysxDyg4eHi61JAejfm3ce5xscHyQBEriCgLf60KNHj2LIkCHo3r07NmzYgN9++w0vvfRSdt2HDx+Oe+65B9WrV1eHL7/99tu4dOkSpLh/+eWXUaJE3iuVnAl5uaz+3fdPCiEfh7JlKOT5VSEBEsgfAZ8Q8vlrytWfks5z43cxGC5Orf+ga3HUueev5flXt+YTJEACJPAXAW8NQgu6j37em4Bho8LFFUkB+PwTCvmC5s38ScBfCXirD5UrPUNDQ3H//fcrEd+7d28MHTo0uxsGDhyotnjKNGzYMNSoUQNS/MuZ+TvvvPOq3eVMyK9df15c63kKXw0ujZtvDL1qHnyABEiABCQB44T81u+L4cuRSWjfJgb/ql+Uo4AESIAE3CLgrUGoW41xwWivEPIjxkYgPSMLQweWdsGSj5IACZCA978MnTFjBqpVq4abb74ZJ06cwIcffqjOZ5LL7GUaNGgQ2rVrp36ePHmy2GZUGlu3bhV724vhrrvuwsKFC9GwYUOVh7PkTMjLu+T7DzqDpo0i0aghT2Lm94QESCB/BIwT8jt3F8fQEWfR7IVoPPs0nWX+hgmfIgESyEnAZCE/ZkIEzpwVS0mHxHJgkAAJkIBbBLzVh8qtnNdcc426yljue5fL5z/99NPsQ5Ydhfy4cePUs5s2bcITTzyhltvL7aDTp0/HG2+84ZTLoUOHEBZ25dbOvftDMWHaRZQsnoGOb3BpvVsDikYk4KUE7LpBKSBLJGdMdJ2vXZzlW9Affy6OL746i6eeiMSrL19+u8pEAiRAAq4S0PWDuvau1tdTz+/dl4AJU4rg6O8X8fVXFPKe4sp8SMA0Aro+UNc+N9779u1T5y/J/e6yDDnD7ijKP/74Y7z77rvKvG/fvnjvvfcwc+bM7KX1UqivWrUKzZs3d1qEsxn5nbvSIQ+8O3goQ92qxEQCJEAC+SFg3Iz8/gMlMHjYWTxQp4haXs9EAiRAAu4Q0A0ide3dqbMnbPYJIT95elEcOJSJSWPKeCJL5kECJGAgAV0fqGufG/Lz589j9OjRCAgIUIfYvfjiizh58iTGjh2LHj16YPfu3eoGpTJlyuDGG2/MvjVpzJgxuHDhAk6dOoUWLVqgZEnnt3o4E/I//pyBOeL6udnzU/DdmgoICQ4wcESwySRAAq4SME7IHzpSQlzxkYTbbwtDt3eLu8qLz5MACZCAIqAbROra29UN+/YnYMbsovhhTwZmTCxrVzVYLgmQgI8T0PWBuvZ24XMm5PcfyMSCxaliVj4Z08aXxXWVeT2yXf3DcknAlwgYJ+QTfysp7kA+i8qVQtCvJ+9A9qXByrqSgDcR0A0ide3tYrH/lwTMWxAFecryNzO5BNSufmC5JODrBHR9oK69XfycCflDhzOxau15jJ2QjM6divEwZrs6h+WSgI8RME7IHztRSszIn0XRIoEYLq75YCIBEiABdwjoBpG69u7U2RM2vxxIwKKl0fhmUSqWfRPniSyZBwmQgIEEdH2grr1dyJ0J+cSjF7ByzXns/jEDxWIC0fUdrhi1q39YLgn4EgHjhPyp06UxZEQSUpIvYvLXXBbqS4OVdSUBbyKgG0Tq2tvF4sCvCVi+OhqTpqZg3bLydlWD5ZIACfg4AV0fqGtvFz5nQv7Y8YtYvPQcKlYMxogxZzF1HONTu/qH5ZKALxEwTsgnpZTGV6OS1InLch9SEG/58KXxyrqSgNcQ0A0ide3tAvHrwQSsXhst7pJPEocyVbSrGiyXBEjAxwno+kBde7vwORPyp05fwrxvUtDk2Sjc+1AitqytiMBAu2rIckmABHyFgHFC/nxaLEZ9nYy9+zMwc1JZhITwZFBfGaysJwl4EwHdIFLX3i4WBw8liL2cMRg28iy2raeQt6sfWC4J+DoBXR+oa28XP2dCPjnlEqbPTEFTIeSbvXYMr78ag7p1IsSp+aCgt6ujWC4J+AAB44T8hUtlMGZ8ErZ/n45ZU8ohPIxC3gfGKatIAl5HQDeI1LW3C8ghJeSj8eXIJGxaVVG8DLWrJiyXBEjAlwno+kBde7vYORPyaelZmDA5GQ3+VRSjxyWJ++Qz8Z8GkQgLDUC9ByPsqirLJQES8HICxgn5wKAy4lTQFKwRJy7PnVoWRcShd0wkQAIk4CoB3SBS197V+nrq+cOHE7FSLq0fk4RFc+NQvBh9qKfYMh8SMImArg/UtbeLtTMhL2fevxp9FllZQHh4AAYPO4sXnovCDdeH4InHi9pVVZZLAiTg5QSME/JFipQVS+tTsGh5KuZPL4eoSAahXj5GWT0S8EoCukGkrr2rUE6ePIk5c+aIpZqX8Mwzz6BEiRJ/y2Lbtm245ZZbRCAZnmv2R44IIb8mGqPErJE8Z6RC+WBXq8LnSYAESAC6PlDX3q4ucCbkZV2+WXgOJYoHQt4pf+bsRRGrJqF6tTBx8F0Zu6rKckmABLycgHFCvmTJOHwpTq2f+20qvp1VDjHRFPJePkZZPRLwSgK6QaSuvStQ0tPT8dlnn6FDhw5ISEjA5MmT0bVrVwQHXxbhp06dwtKlS/H999+je/fuiIyMzDX7+PhErBBCXt53PHJoaTFjFOpKVfgsCZAACSgCuj5Q196ubshNyFv1GTcpGeXKBmPB4lTs3JWONUt4O4hdfcVyScDbCRgn5MuXL4/Ph5zFtNliVn62WBYq3n4ykQAJkICrBHSDSF17V+q7a9curFy5Eu3bt1dmffr0UaI+IuLKvZcDBgzAa6+9lqeQT0gQQl5cPzdO7Occ0LcU7qgR5kpV+CwJkAAJUMiLWDQgwPkZTfPERJO8V14mufJp08ryYpUUY1V+bUiABP5OwEghP0wc0iQPvFs8Lw6lSvL+OX4xSIAEXCegK8R17V2p8ebNm7F79260aNFCmUnB3qpVK3FGSJErssmPkJezSXKP/LhJKfigawncVzv3Zfiu1JHPkgAJmEVA1wfq2ttF+2oz8hmZWThz5hLiEy6i03sn8HGvUrj7/8KwcXOaOpPkxMlLqHMP/a5d/cdyScCbCBgp5MeMT8bQEWexWBzUFFuaQt6bBiTrQgK+QkA3iNS1d4WT3Psu/7z++uvKrH///mjTpo1bQv7QoUNYv7kYxk8+h+YvZuH+ezlT5Epf8FkS8DUCsbGx2dtwPFl3XR+oa+/JtriS19WEvGNeDRr9jsfrF8Hrr8Tg6wlJiCkWhD/+uIBWLWJcKZLPkgAJ+CkBI4X8+Mkp4sTls+oeebkPiYkESIAEXCWgG0Tq2rtS3+PHj2PYsGHZ++Ll/vgePXogNPTK/e35nZHf+F2MWNWUjBbNo/H0k7nvp3eljnyWBEjALAK6PlDX3i7argj5Zi2PoUjRQHw5sLQ6/C6yaABOnb6E1i0p5O3qP5ZLAt5EwEghP2V6KibPSEbvHiVxW3Ue1ORNA5J1IQFfIaAbROrau8pp9erV2Lt3L86dO4ennnoKVapUQd++fdGgQQNUq1ZNZZdfIb/1+xh1+8ezjSLxUpMoV6vC50mABEiAh93lskfecWi83fUk9u3PwKwp4salsUniXJNApKZewmuvRItVEs732HNokQAJmEPASCE/Y3YqFiw5h8YNi+Jf9Xk/pznDnS0lAc8R0BXiuvaea4lrOcnZpB27imOkCCoff7QoXn812rUM+DQJkAAJCAK6PlDX3q5OcGVG/pPPTmPxinOYOrYsZsxJUbPxe/dlYNSwWESI++aZSIAEzCZgpJCf+805rFl/Djf8IxStXuXyJLO/Amw9CbhHQDeI1LV3r9b6VjII3fNTcXw1Jgn31I7AW22L6WfKHEiABIwjoOsDde3tAu6KkJcHMw8fLQ5o/jIWrTqcwAVxEN7ZpEtY9m15lC/HM57s6kOWSwLeQsBIIf/tonPYviMDmRcuqeX1TCRAAiTgKgHdIFLX3tX6eup5GYT+vF8I+VHJuFVsTer+XglPZc18SIAEDCKg6wN17e1C7YqQnzM/Vbw0PYsmYhvTZ1+cxcWLQFZWFsaIGfm7/smT6+3qQ5ZLAt5CwEghv3jZefz4Uzp2/5SBcSPKeEtfsB4kQAI+REA3iNS1twuVDEIPHCyBYaOScE3FYPTvXcquqrBcEiABHyag6wN17e1C54qQX7A4FRvEtXM//iwmnzKB228Lw7KV5/By0yi0+G+0OLA0ACkpl3DsxCVUvjYYgbxExK5uZbkkYAsBI4X88lXnRSCaiRmzU7ByYXlbwLNQEiAB3yagG0Tq2ttFTwahhxNKYoRY7hlRJABfDY61qyoslwRIwIcJ6PpAXXu70Lki5FevPY/ffr+Iz4eeQd37I1DpmmBx/WcaduxMx/PPRqPrO8Ww7ft07NqTjiaNo7hv3q5OZbkkYBMBI4X86nVp6hRQue9o27oKPPnTpsHHYknAlwnoBpG69naxk0Fo4m8l1fVzKalZmDyWq5rs6guWSwK+TEDXB+ra28XOFSH//Y50/Ho4E2fPXkLVKiFIOHpB3DyShb0ihl2z/jzqP1wE99wdrsR+08aRKCquqmMiARIwh4CRQn7j5nT8sDsDI78+ixULyqNEcTo+c4Y8W0oCniGgG0Tq2numFa7nIoPQP06UwoTJKTj6+wVMH1+Wyzldx0gLEjCegK4P1LW3qwNcEfIHfs3E+k1puHghCw8/VARx4oC7SdNScP58llhOfwEzxUn2998bgU1b0vDNjHLi82C7msVySYAEbCBgpJDfvjMDm8TSpPFTkjFtXBlUqRxiA3oWSQIk4MsEdINIXXu72Mkg9NSp0pg8I0XNCs2YWBYhIbwGya7+YLkk4KsEdH2grr1d3FwR8sdPXMSc+SnIugQ0fTYKkZGBmDQ1WR16d/LURUyZkayaIc6/w+ABpdXsPBMJkIA5BIwU8j/+lKkOD/l6YhKGfFYad94eZk6Ps6UkQAIeIaAbROrae6QRbmQig9CzSaXFncap2Cr2Zs6eXBZhYRTybqCkCQkYTUDXB+ra2wXfFSF/QczEL11+DqHCxz70QBFVZSnkixcLRO1aEWjR5rhaEVWhQjD++OMiJo0pgwC6Y7u6Nl/lylUWcgKRBxPmCxcfugoBI4X8rwcvYN3G8xg9Lgk9upTAww9edo5MJEACJJBfArpBpK59fuvp6edkEHruXCxmzktVezTnTi2HiAhGjp7mzPxIwN8J6PpAXXu7+Loi5J3VcfK0ZJQtG6yun5syPRnRUZe3h3488DT6fFASj9ZjTGtX316t3FNiFcW0WSlo/lI0X4BfDRY/zxcBI4X80d8uYpU4CVQK+VYtYvDs05H5gsWHSIAESMAioBtE6trb1RMyCM3ILIO536RiwZJUzJteDpE8YMmu7mC5JOCzBHR9oK69XeB0hfyadedRskQgql4XqoR86dLBKCpuEPl2YSoyxRL8wf3/uhI0Le2SmKEPoGi0q7NzlHv69CVMnZlMIe8l/eEP1TBSyJ88eQnfLkrF6vVp+L+aYWgtxDwTCZAACbhCQDeI1LV3pa6efFYGoVlZQsgvOCeW16fgW3HAUnQ0Dwz1JGPmRQImEND1gbr2djHWFfJWvTMzxa0h01NQoXywmJUPwJbt6WLPfAo+7lUye6/8RHEWVKmSgaj/SFG7mstyHQhI/TFtlhDyL0cjnFvSODY8QMBIIS+vTJoulrYkJF5Qe4nk8nomEiABEnCFgG4QqWvvSl09+awMQoNDymKemJEfJ4LEhbPiUEzs12QiARIgAVcI6PpAXXtX6urJZz0l5C+J2Xe5zL6KuJau5h1hWLLsHFasPi8EfRr++0IUXm0WgxFjkhBbOgj/aUAh78k+dDev48cvYubcy0vrw8O5Jc1djrT7i4CRQl6e9invQJYHNG0VDk8eeMdEAiRAAq4Q0A0ide1dqasnn5VBaGRUOXHtUaoKEhfNLSeWeQZ5sgjmRQIkYAABXR+oa28XYk8JeVn/XXsyULpUEMqVDULi0YtYuDgVp07L0+xTMGZ4aXwx/Ky6VWTkkFicFL8vWiSQM8F2dbwo9zdxZeuc+alo9mKU6gsmEtAl4BNCftq0abj22mtx+PBhceXGRTRp0kSc9vjXF2DDhg1YsWIFOnbsKK7myH2/u6PzHPV1Em6pFoqPPzuDOVPK6nKkPQmQgGEEdINIXXu7cEs/Wrp0nLrLeIgIEpfMj1OBJBMJkAAJuEJA1wfq2rtSV08AlkWcAAAgAElEQVQ+60kh71gvOUm1aGmqWmrfp/9pyBn7/QcyxCMB+HJgKXFdaCZuvikUte/iFXWe7E9X8pIrgecvSFVXCcqbB5hIQJeA1wv5+Ph4jBs3Dl26dEFQUBC6deum/oSHX3ZEBw4cwIkTJ7Bx40a89tpr+Rbycmn9//0zDE1ePoaNKyvwug7dkUR7EjCMgG4QqWtvF24rCB09LhkjxyZhvtgjXyaWQt6u/mC5JOCrBHR9oK69XdwKSshb7UlLE3vnxZL7leJQ54yMLLVi6ofd6bjl5lDcWzsCLzWNyrPp6elZPBzPg4NDvlD59WAmrhNbII7EZ2LhknN45qlIlCnD/296ELOxWXm9kN+8eTN2796NFi1aqE4aMGAAWrVqhSJFrrxeQ/7eFSG/ZVs6UlIuos+nZ/D1V7HqDSYTCZAACeSXgG4QqWuf33p6+jkrCB31dTKmzkgWyzfL4Npr6D89zZn5kYC/E9D1gbr2dvEtaCEv27V2Qxp270nHbdXD8MuvGfhm0Tns3ZeBa4SvnjCyDORebRn37hLP3HdPRDaKpORLkAfkvdgkClH/u9bOLk7+Um6yYDp+cjKaNIrE6TOXsFicZdDgX0VRsQL/v+kvfWxnO4wS8ocOHRJvGcMU75OnArF5awSWLE9C44ZBuLeWnd3AskmABAqCQGxsLIKDC+Z/lrpBpK59QfDKT55WEPr1xGSxjPM8OrUrhrvE7R9MJEACJOAKAV0fqGvvSl09+WxhCHlZ35TUS2of9u9iX7a8cvnnfZnqxqY3W8UgPiETDz1QRIj8TLwiTlC30smTF8X1aClo0jgSJYpzxtgT/f777xcxe36KWA0RLlYTB2L5ynN49OEiqCpm6JlIQJeA1wv5/fv3Y968eXjrrbfUXZg9e/bEO++8k7203gLg6ox8coq4y1Fc27FtR5raM9SudTFdlrQnARIwiIBuEKlrbxdqKwidNDUF6zaex2OPFsVT/+aJyHb1B8slAV8loOsDde3t4lZYQt6xfevEDP1OsbxeCvnf/7goVrUG4KH7I9Q++r49S2Y/ekAI+yXLz6Hhk0XFAXoF8xLcLu52lSvPKVi24jwqidUQlSuFqJcqdQX7m28MVVW6cCFL/X3+fJZHVkH8KV7GFC8WJLYj29VilluYBLxeyEsYUry//fbb2LVrF3744Qe0bNkSffv2RYMGDVCtWjXFy1UhL/cATZqajF0/Zqgvz1df8OT6whx4LIsEfJ2AbhCpa28XPysInTYzFTt2pavgpFWLGLuqw3JJgAR8lICuD9S1twubHUL+xJ8X1ZXL275Ph5x1l1eGyhPt5QVo2zdWzD7J/rutaeqZx+sXReVrLwt5KfYdzpe2C5vPlrtjZ7pYAZymzuK65+5wte2htvj79tsur2QbNylZ3CwgVlCkZOGl56O0bxUYNvIsnhQv1+PK8UWMzw4aFyruE0I+NTUV+/btUyfV16hRQzVv7969iIuLQ3T05SVBcua+SpUqeS6jdXSe0jHJPStyedH34ks2c1JZYcs7HV0YO3yUBIwmoBtE6trbBd/yo7PnpWLvL5lIT7uEnu//NaNjV71YLgmQgG8R0PWBuvZ20bJDyMu2njuXhSnTkxEqrl6ucWsoJkxOUbP0TZ6JxH/FveYyzZ6Xog4xfb9zCSU2ZZI2la8Nwd0Op93/tDdD3YNeRcwwm5B+FucL3HTD5Rl0V9PaDedx+MgFpIqtDlWvC8EHvU+hX89S4myCcGSJyfixE5LErPzlmflnn45EyZKuT6VLe/miQP6RQr7eg0Vww/UF2zfnxaGKKWJ1M2+tcXVEePZ5nxDynmpyTuc579tUce/mBcz9JhVzp5VF0aK8CsJTrJkPCfg7Ad0gUtfeLr6WH52/4Jw4gfeCWNWUjlFDY+2qDsslARLwUQK6PlDX3i5sdgn5zMwsca7JOZQVp6VLQTlV3DUvT1PfKmbgR30Zq0TZLPGCdt43KWjzWoxaaSWF5sgxSbhRLAOvI4SnlWbNTUFMdKASjP6eDghGS8QBda80i3Zrtnyp2Kog/z+584cMtaR+wOAzeK15NNq1KYZMId7HifNm5P9LN2w+r66le9XhzIK82Mr+lGccXCMOzZMn4ct/NxAz8ePFDP/d/wzHnXcU7Nk123ek46efM/CCOBhRvkBgsoeA0UJ+0+Y0HBEz8oOGncWCWeV4sIc9Y5ClkoBPEtANInXt7YJmBaEycDgqDlGaL16Ifjsrzq7qsFwSIAEfJaDrA3Xt7cJml5B3bK88J2rytBREi5Ppp8xMViL+mgohOHb8AgICA5RIn/J1GZxNuoS3u5wUB0KHq2XfMl0S4n7m7BREiH32Tzzm/+ejzJyTIrhcRGMxW57b7HOqWO1QVPBwluS98b37n0JychYerVdEnUFQ/ZZQTBtXFvKqwAnilgD5UkXuc5BbIHZ9VzFfQ1P2zTRh9+ADEVi/KU3N+D8i8pcvDqqJqwYfuO+v2wjylaGLD236Lg2/HMhE0+ciERxEJe8iPo89brSQPySWumzfnoZPxduxOVPLiYM9XF/O4rGeYEYkQAI+RUA3iNS1twuWFYTKw3uO/nYBQ8Uyvm3r8hd42FVnlksCJOB9BHR9oK59XkR27tyJLVu2qO2bjRo1EgeHXRkfjhgxQpk//PDDqFy5svp5zpw5OHHiBGrXro1bbrkl1+y9QcjLysk75uV+7fjETHEY2zm1/DtDzOq+1jxGict/VA3B7TXC8NWos7jhH6EY9GkplBf7ri9eBKbPSkGI2IL9TMNI7xtYHqyRnOUe9XWS2npbr26EOqzOuhPeKubEiYuQYv+pBs4PCPxqzFk1S56SmiX2rQfhj2MX1TL6wZ+WxqHDmZgozuuqXi1MHTD4Zqc/MX96OVT63/kEzpoibyNYJF6kP/xQEUwTNwzUrRMhDtA7p/qlltj+sFFMUl5bMRj/fryoelEQEhKgDr6TqyvkdYNyO4QnrhZctea8mAy9gOefjVRlMNlDwGghL/fJy70p34k75R95KALPPOXfDsmeIcZSScA/CegGkbr2dlG1gtBVa9NUEDJYrGjavKoCIiL4P3K7+oTlkoAvEtD1gbr2uTE7evQohgwZgu7du2PDhg347bff8NJLL2U/Pnz4cNxzzz2oXr169mHM0iY0NBQlSpRAt27d0KlTJ1Ss6PwFp7cIedmgrdvS1NJ6KfKkGJMi8Z9iSfaenzIgT7o/FJ+JYjGBakb6QSEY5fJyeYhav0/P4KKYmv/ko7/OR5HPyJn962y4Vk2uEhALCTyezonDsMdNTII8IFsui5fL2CeLG69eeC4KMYKLTL+JlWlyi27NO8JRPi5I/LnykLle/U5h05Z0hIkt9ofFEno5q19K/LkkhLdc+bBpy3mMHV4GZWKD8GTj3/Fp31JKnOdMkm1kZKB6kSDvov/3Y0XUVol7xGqJNevSIE+rr3NPBL5dnKpeOLz+SjRGiG0RsaWD1L318oyE6bOSca0476C+uP5ON8lVeXIFR9PGUeJq7wKAr1tBQ+yNFvKyj+U++b37M9TyELlHiIkESIAE8kNAN4jUtc9PHQviGSsIXb8xTfnO4aOSsGhunAoWmEiABEggvwR0faCufW71XLZsmRLl999/vxLxvXv3xtChQ7MfHzhwIDp06KD+PWzYMHUIc61atbI/l7cstWnTBpUqVXJahDcJeVlBKeLPn78kZnLTcfr0Rdxxe5gSiuXE7LFcbi+XbLdqfyK7LVLwBwutKmd75Utca3Z3tbhWLVGs0pIitzDTrt0Z2C6ukrYO7PNk2UnJlzBsxFmME4djt/xvNJ4Qs9ySzX1CMN8qlsfLJMX5QiGeZQoSS8xvqx6Ku//vr/ME3ux4AidPX1K3AMwRgl8emtdIrGQY+MUZnBPc5Uz6ljUV1WqIZi2P4bZbw/C0mJ2/rXpY9t5zOYP/1egkZXfwUKZobzr+r2a4uGEgDXeK/pKieoZYFdCkUaR60VC0aBAWzSmrVgLI/f1viiu2a94RKoT/eUQWDVD56CZ54O2ZMxfRROzrjxAHHzLZQ8B4Ib9e3IP8/c4MjBfLiFYuFKfgi/1CTCRAAiRwNQK6QaSu/dXqV1CfW0Hotu0ieNqZJlY1JWP8yDJi6WXBnpBbUO1hviRAAvYQ0PWBuva5tXrGjBnqauObb75ZLZX/8MMP0adPn+xbkgYNGoR27dop88mTJ6N06dJqif2UKVOQlJSEmjVr4s4778wVqrcJeaui8uA1OastxegpITxjouWS7ACx8uqCWjp+802hajn9wKFn/r+9K4GzsWzf95iVhhnGTqJsKV98rZ+S1k/LX5E2irRpU4loTyWV9mhTZI30UakoJEpppYSEhJQtYxuzndn+1/WMdzqmGc45zznzzjnnfr7ffKaZ93nf573e99zzXPdy3UacjZH3/0ObuhsQ+WW6ONO2N28ukKuuDC6RZ+q6B2tjWn9Zg52nfliaK9f6KBLnz9tOHPoP/ks2Qhg7D6UIg+6oKSORhXZaxyS5b3AtQ7SXQvl/yQ8e+RHtWL9FuS6zAya/Ua8kM+HS3lukVfMEky4/4uVd0g5t504ECWe7uSQE3rOzRQbfkSrULRg1ZrdMQd17Wq1YeXtiffSDL+Yk29NRDw8tg9b4O7t5S4FMxjEnI43+S9SpX9WzukyFZsEGZE80bRIPx0KecQ5QAZ/1+R1wHLsMjHymjgx5dIfkwmEwbVL9/WCgeG0itPFYw+/rmDw1A46IIulxaTL0AZQ7+YpbsI+LeiJPw/MNUl7GvblHHh2SVmY6S7BB1/MpAopA+CNgu4m0ne8Wgs4mdPnPefIteuO+gfKkpx6rbTYLOhQBRUAR8BUBWxtoO7+8dc6YMUOaNGki7du3l61bt5r0+aeffhrlQ8Xpzt5Efvz48ebY008/3fxu79698uSTT0qPHj3kyCOPLPMS69atA2kKraK4r8/Al+O2p8fJwkWJiBB7UF8NBfd5SbJiZRFSw/OR5p0rt96UIAsWJshRuN09eyCAdx6YaRBGbi6dCkj/X5KImvIY6dghp8yzrliZIL+tj4fwXnFU3N9BIr1lqyAd/e+Zq9awnCBOWhyRLzffkS+dz06Q1WuK0OnKg2dXBQS+UN54JRYib4JgYIIsWVqIlHaPXN8nTl56zSN33BKLiLkg+i1yzc0xculFEMM7pBpS23PluPZxUq9evGk517hhoRRJLH62V3I9VaBVkCSZ2fkQr8tHSUOuDL2/2EH+x59xwCEe2ROFiMLnyYpf8pERgfpgOA06nxUr8xcWoaVgPJwJHgQkY4ymwXeLc5HGHyOPDYmX62/1yIBb4uWpEXn7IvKFcknXYscIy4w/mV8VGQEx0rZNljRBRYgvKvRjJiSaDIw7by3EvWEhOspFoG7dugdsj24DXdQTeXoV2eORrSGSEmJk6IPaD9nmhdK5ikC0IGC7ibSd7xbODpFf+1u+LEI0gEJAjFJ0Qb2eDkVAEVAEfEXA1gbazi9vnatWrZKvv/5arrrqKuE1Zs2aJf369Ss5fPjw4XLXXXeZ/3788cflnnvu2e9UY8eOlVatWhnRu7JGZY3Il4fHNkTE/4eIL9PKm0BE7VvU1TMCXYT/jUINdjJaN+9ASv5hiDh7wLXnIbs1GOOd9zMNocxHBJlk8zL0uy9rfPJplqz+FYS7bw2fLvstdLGY0u6ouq+AHsBnX2Sbdnu8nrfAXW30dH9gaLppsUphwKmoMWfknwKA33x+qGlHN3bCHtNSjq3fHry7lpxx7h9y/HFVob1VDSn2iXJet80yZXw9OALyTH37cdAgOBHt4bZDoZ618s5gav1EpMLHILjN719GSv/rL9Y1xxLzu4ekI0OkwGBxXudqMvPjLDM/EaUOuzMK5I5+NU0P+aOOjJfjj02SHTsKTHp+J6jXX3jZFkPgs0H+j2ufJHOB2cP3pslZ0Adj/T+zAFhe8S3I/7NP1DaZAKtRckzRvPLq33tevRVlyR60727wD10Anx6EHhQUBKKeyO/aVSjvzNgrZ6IX5hXXbJHZMxpqikhQXi09iSIQ2QjYbiJt57uFrrMJ/XNTgVC1dvr7UOvFBqbPlb5totxat15XEVAEKhcCtjbQdn55aGQjRDtmzBiQuhiQpkLp1auXpKenCwn6kCFDZNmyZTJz5kxEVeuhv3prOfXUU2XNmjXC2voiFJynpKRIt27dEKUsuzVbuBH5ndgnT3k7Qy7ulmy0UHYi3XwZgl+ePEFtdqZJv2dK/kx8z7Hg48ZQwPdIFfzw31C9L29QfI0k0WkIwOs4qeScQzV3tjXLyiqUPKSKs/d6WYNCc+yg0he/Z/3+ug3FAn2pKbFmf881s6Z9KpT2WyLFfdnyHKMg79wPg3lzoNpPFX9Gsi/vXl2ef3GXzAHZ5fp47kXzGstmlA/Mm58Fkpwow5/dZa5Bsb+Rr+6GYF2O4Q90AlxxzVb5HWruVJCnXsCtA/+SRZ82lm+QwfY9hAVZP8+69tKDBH0chPUYqWfq/RsTd8NZngvnQE2hM+XtdzLlXIjU5WKd3bocIs9hjc2PiJe3oFxfPTlG7h5Y0zgLWqMGn5kC7DHPlnkU1GN5wNxPs+W2m1JNh67pwOUH9LV/6L6aiOgfIsOG75DvUXefDd2DAf1S5Og2iQaTVi0S5Kwz/im8x2fF+/wDJQdM02/ZQkvr3LKuUU/kWUcyccoe6XRKVRk6fCc8WQky4NZUn9JK3Hpoel1FQBFwHwHbTaTtfLcQcDahrB1k/R2jGXWhtjsYUXkdioAioAj4ioCtDbSd7+s6g31cuBH5TJBekjr2KycpdMb3iN6yPJW186zbfhX13emIAg99IE1WQQiVx3oL0JEok6wmQRiNQnljxu8BYUww9fUXwhlMEst/G9QvbnH3+tjdxhlAZ0H6jkJZOLdRmY+ChH/37kK56ooaOLcYgbemUGanyvyb+B2V3ln7zRrzZs3iZfkKj+nXzoj8aVCHH/7sThD+TNPbnX/PWFv+HoSw2x6VIF+iP3vNmlVk3sxGQuE79mgnEWeGwqcQ96OuViGK4km8+/dLNff34NAdxtFB4n8Iurm0RVR8xFO1jao828Wd0qGqEcQrazBizwg5MWD0n9kDf0IVn1gejfXcN6gWMEEJA9YyCdpeDaGQT/0Cig/eemOqcRawTR4dEsTQcZK8PnaPaUt3952piLwXGWHDpctyIOoYI4/cnyZdoJZ/E7QOmCrPDIcH76klz47cbermqYHD45hBQGE/ZhSsWp0n19y0TapVi4ETvzpa0AVXFyHYn7lIPl/UE3k+3PUQ8vj4E3oSY0y956x3GgjTaXQoAoqAIlAeArabSNv5bj0ZZxPKaArT8RiVWfubR55ByxwdioAioAj4ioCtDbSd7+s6g31cuBH58u5/JQTUPkVW1nkQvKN6+Vcotfrgoyyjzr4E0d4cEMYFcxpK6j7y/zFapTG63e3CZPlgVibqsqH+3iEJ6eKF0uX8asJOKGyT1rhRnCGN097D3xcPhOOQDUABueeGp8nJJ/0zOjzg7u3yNSLiH0xrINvQAo+EtQGE8c79bzV5AeJyLAOohsqvdRvyMR8p7SDU8xZky6FoJceyAKcXev9bUmXYU7tAjDMMmZ46oR4i8NmmlRsdDN7jNSjIUxyQQtkeHPvuW3/3fh87IcOksGfibyTLAgYPqFlCqMegFI1ZCu0PkKnA69DpMRHn5jo+By4/QVBvOKL/Xc4tXgc7DTD1vmXzeCM8mAyHQvtjEkDCWSJQwzhAvAcdFexI0A1q+HSiMIuB5JxZCmNeqWva3r01vr5s3Jgndz2YLsdifWxLyLPQ2fHUsNr4e59h2gtSGX/p8jy5Y/A2OfWUaqarwWsoAdDhDgJK5PfhzjSRGXixf/8jX76GR6vzWVXldrRr0KEIKAKKQFkI2G4ibee79VScTWhRUYy8jvrIFs3j5DV4+7kJ0KEIKAKKgK8I2NpA2/m+rjPYx0UKkWcbtNmIUDNFnanfn6POnL3kWdueihprBsQYrT4B/dW7XpAsw5/ZCXJbKNf0roFWaRmIHudKtapVDCFmSj2jztRbOQV90Veu8sgtd/wl3Js3RHT68GZx5vsXnqpj1OOpUs/+6dVQ933plVtNK9TRL9Uxkfsnn9tl0sdfR1175ws2mbTvxSDzVRGtT8OauMZL0X5t3fo8s8ZTkZFLsVb2hf9sYbapM4+NqyITR9c1TgSui/oA3oMkG7pzMgNZaYyOz0QAMAFp/Rxvgxwz4s/RGanwzaHu7wz2nGfKPyPZBxsFBUUoA/BA+C4HavRx8l9kFZB8O+MN1Oa3Q7T/G9TP877OP6eaqaFnNkLpwZp4Rvt7InJO5wXXx7X07bcNbRJxPBwD/BtOp8DDj6ebEoBre6fAIVCEe8ySi+AAIGGfjyyEm66rYfCnY4SZCGORSfHF3MYm00JHxSOgRN4L8y/hxVuzxgM1SA8MUo4RcKAx0KEIKAKKQGkEbDeRtvPdeiLem9CxyGA6BxuVS3ptMX/IdSgCioAi4CsCtjbQdr6v6wz2cZFC5EkGF6K+nKJujLST5MXFxRjC1/zwBBOV5s+YOr8BkV7+jtHgE49LRDu0PHn4vlry4qjdaNMWZ4TbOG7umyL9bkiRj9AXnSJzbHHHlHk6DUa9wWPjIeJWiFT6AnkA6d8sh+113TZD7i9HpJg12/wiuWbLtrRaxWnxjz+9U2rBWTAJLdN2IQ2f6eKMzDMNnetyxkYE85gtUK9enOnlzlIBtlYrTVK/Q5u5mjVjTSo70+mZWs6Ud46Z6Cn/Owhxb6Sc01HhiwJ8ee8Y0+O3bsuX+liPc37nWF6X52bWAGv5O55cfucY3jOfAyP4znk2gIgPGZaOtncQLRxRxwjnEbcp6EPPTIKeqO//8qtsZE5kG7E9XoPXYxkDBfluvSEVDg90cUA7wkdQTsEMCI6fVxa34rsImRdK7oNtPf55PiXypTBhT8StW9FO4d50I5Dxygt1TAqLzQcx9I9Rr6AIKAIVjYDtJtJ2fkXfr3M9700o0/OO+VeiXHvzNnlzTD11fLr1UPS6ikAYImBrA23nuwVZpBB5b/zSQYoXLspF6nUBBN8E9elJUgd7aKbN10dAbDSytpohqj74vh2YVoRa7ZpyKSL5YydmGMG2zxZmyao1+dhrF8kk/C155PGd+O886FclIdJ8iFFQn/Hh3n1kv4YsB1l8bPguRJiTZcLkDFO3/j3IdT6I7/NP1jaib/EINB+KNP1zOx9i0tSrIWK8DgSbNf93D0wtV42dTomGSM33Zd9PMT2S7e64Fyeb/VOk7a+H4N41IehrH8x3lp0Gpr2babIDelxS3aT/Owr2VVHbT60ADuoj9B+83Xz/4rN10G4vF60YY+QWOF0+hNNjIxwn7F6zaH5jSUTGAB0hjP5f3DVZGqN8wRn5yLzg9ai1QH6lIzgIKJEvB8eRr+w2veUnjalvhCSq4aVlb8brr0kJDvJ6FkVAEQhrBGw3kbbz3QLPexPKWkSOl5GK2KtndemMyIwORUARUAR8QcDWBtrO92WNoTgmEok8cWKEmHXt1E+54vJkid8X6WYwbPOWfBP5HoGa9RzUfQ8bkmaI8rhJGUbBnTXuTMOngBwjxUy3v39wTVOf3qY1eriDyFNYj6rzHVDnzrTwy6/aamq2mRrPunMK7lHh/i7UpDPN/0S0fmM0nenoVHqnGjzr3z3oT39tH9aR2z/dj1D3T/LLGnqH+C9Emzqm7fe+onILwNEBMQoChSwvoLo9B58VhQqrATe2GuRgdJ2lx0nILrj95hSTpcAMARJ/ZiSwi8FYPMfqEBUcNbKOKYmgij+7DDDDwhmO2F8jCPR1heq+juAgoES+HByZqsL0GKcdA1s5ZMBgDB+aZnoyssZEhyKgCEQvArabSNv5biHvvQldi/Y2PyzzCNMMmcKoyvVuPRW9riIQfgjY2kDb+W4hFqlEnngyrZ6t3eqhk0npwYjsKIjEsZ/5VfvalbK2vhZU4flz1smzDp7p8kwFPwep2uzTzsEIN9Pvz0araNa8k4Q+AbV5OgsG35Eq70NlfivOdR7qxBshml7eYLcVBuW80+lt3oOVKBHweApNZpozqFhPZ8T/laqrt7lOqOZSzZ6Enar+5Q2WG7BDzWFN4uX/zt3/OGYv0JmxGY6V9z/KNFH4d0H6KVr49TfZ8v7/Ggrn8zmxtR2zKigCeAUyKVia4N0F4WD3yJR+OmQ0mr8/Ukrky3lz+OKx5QVrR1j/Q+M0GXUj8xZkmej80AfT5PCmcfInUkpO7VjNtH7QoQgoAtGDgO0m0na+W0h7b0LpYWcbHv6R/hiiR29PrB+UKIdb96bXVQQUgYpDwNYG2s6vuDvd/0qRTOQPhulrEEitXy/WED3vsXtPoUmHp1PYO4rrHONEcxn5pqo9o/9voZ1c1aQq0u0CkEZEgJnef/4+VfeDrUN/X4wAW/61QGnDyf/5ZzcAb4zYkaBVy3g4XfZ30DAj4k3oDsQgHSEHmgifQV/s6l7VjSOnb7+/5NnhtU3NPLMVToAw3uD701Grny+t0R7vKmgIXLjvPWAqPkX6nHZ5ZT2f2Z9kQ9cgX1vdlQJHifwBPs3rf88zKUJ8yem9owDEnowC0xuS3ql4KFTSw8gX8dabUv7xgquhUAQUgchFwHYTaTvfLWS9N6EZFMZBCzq28Xn6hV0y4+36mq3k1oPR6yoCYYaArQ20ne8WXNFM5MehJv4wKLCzx3vpwejuT8jwOrdz2dFhkvmaqbElZI/7cKbNU3BVR2AIsE89VfVrIaMukJEHUTwKGjJdfgH+bYNsitPRro7BULb+W77Cg5T8GKOmT60D6uqceHyi/LIqTxKQbfHWuHqyBV0E5iAQwHR7nqe8YUQEN+bL9VenaPDUCyQl8n68uUytZ29GptmPGb/HGJA6UHmk6iaj9Ddcm4KUoHiTfoGeeu0AACAASURBVMINLn9PlUcdlQMB1vGwJYovAiaVY8W6isqMgO0m0na+W9h4b0LpyHzzrQw5qk2iqYt7/38NykypdGutel1FQBGovAjY2kDb+W4hE81Efv36fKmBNm9Mp7cdrOfm0D2dLZLBmc8+9dXRqi8uNkaYYTF12l4jMsiWgxTBIx+qXStWevWoLktQdz8LpRK9ekBLAUHR9ShFoPYBMy7KGzwfnTms5yf30lGMgBL5AN8ECnGQopPYz5ufZVQa2b6ONSD/h9SelWhhl5wcIwNvrylHtkrASyxBq8kJcMlRPY29Rd+eniFXo3+pU3MV1YDozVsjYLuJtJ1vfQMBnqD0JpQKvUyHY2T+NOiHsAWQDkVAEVAEDoaArQ20nX+w9YXq99FM5EOFqZ63ciHAcuRJU5DFjAAoHS2r0dr7i69yZPyoetK2bQIyL3KRZr9Dtv2Vj6CnQGegeP3ffd5YDoEG2R44Aqim761lMAbK+KyRPw0Rfwog6lAiH9R3gLU5uXgRP/4kUz75NNvUejAq/8PSXNNLk96j89ECY29mAep5kqUA6plHtfn7RWRvTR7b/phE7bsYxCezAWk4bD/ClC2mYfVEr08KquhQBGwRsN1E2s63XX+g80tvQilWNBtpcQ0gMPTsiF0y650GgZ5a5ykCikAUIWBrA23nuwW1Enm3kNfrVhQCzNb7folH1vzqQbNBkQRE3X//I08G3lbTOP7ZYWACOoP9Dp2xP/D1r6MThGr/jMo/dF8teR1aCizZo5aCB+SdQdNB926Xb9DPnun3o16sIzM/ykLdfoKccOzfQoO8v+3bC+XnX3JNN4NoGBqRD8FTZosLR/xuxc8eWbnKIx8ihWQHWjbQw/Qb2lKQyN/Zv6acenKSaY9BoY4PUf/RGy2cKAjBQfJJdfwUpCE5gx8OjmApbobg9oN6SrYSYRuMQAbFM2ZBTbMlNA6oysnaHIqitEaGBAeNRwEEU+hwaQ0Rj0AwpeAKv/i8t6LOJw1pQyp8GMjTCr85tptI2/luIVbWJvQtRONZ93j7oO0y5pW60vYo9Za79Xz0uopAuCBgawNt57uFkxJ5t5DX61Y0Aqxrz8tj9jIINgKe1yArlmPnrgKjO1YF4fpY7J9boRMBu4Qx4NbssDhZhtr6lJRYmTy2nqnBr4UA3OPP7JQ+6HbADOhf13qkIQg9FfAXfNRov/IKtin86ptclDvXwLWLTOo+yzB+BSegUGLVpMgqeVYiX0FvNetFHAL+8dxM+QNCEOMmZ0guIvFMO+FLRkLPWhKK6510QpJ8PDdL2sJLNRiEn0SUx7CnPcl9eWIgFXQ7FXIZ9gHlh7nnpYiil1NPxVYi5dVasf5mNLQM1uADf8lFyUKycerJVeXZJ9JgOGJk+NM7Zf7CbEPAW8OIvPOW75HEdajzagpjw+yLPzfnwWuYDKOUISefVFXaHZNgnhVHKGq3KCJCp5B3u5MKeSB6kf0QsN1E2s5363GUtQn9Gr1kWfvINjStW8fLPQNrurU8va4ioAiECQK2NtB2vlswKZF3C3m9bkUjUIi9MILpZq/MNHpmxTqDBJ2ReircH94s3nTA4X594aIcs+9n8I2BNkbm9+Df1Yjuv/lGffCnPNmIQNzll1SXCy7ZLCOeri3HtE00AnucyyxckvkrcK3p7+2V89EGMIb8Cd8f2z7R8KtIGkrkXXqaFM6juAN7Ze6CZ4q19R07VJW38SJnQBn/t3VICQd5X4S6+72oNWHqPWu7WZtPIYmb+9aQls0TTHpKy+bxkg6RCZLUYA72bKyCFJjqyWVHxDdvyZdNmwvMByPQQcLrTXaJS3p6odROqyIPPrpDqKhJwszaW6bvsq/oNb1qmDn0rr09fa9kZReZD3DDBrHS/5bUErGtfgO2A8c81NvEyCq0NWHLE3ri/tpeIPnoQcoankFwkjRuFCsPDduJSD2UO6GI2vuK6nL0vrIHnpsOFbYaZAoxPYindEiSZcs9RpSD/TJXoLXGyUgH+uKrbOOMue7qGsZ4UKWzE9Z9fZ8a8jicBmzbMQj9TukddAaPycA6GsOzSHFEX8aH6NXJe6ChUzFFXxALzTG2m0jb+aG5q4OftaxNKD8nU9EKiDbpvofTZeLoeuaPrw5FQBFQBMpDwNYG2s5368kokXcLeb2uWwgwQ5b71gOR6J+wr+Ze/nd0DOveLVnmf8ZgXIYh81TV3wK+897UBqZUmfv3tLRY6XPDVtm9u0j+c2KSHNsuQaZMQyeDeJElP+ZKH3CFIngSGGDbCifCaNTY16hexXAtZufWgDBfJAwl8pX4KZLUzp2XBeJYFeRPZCnacmzYgLR8kN83JmQgpRspI4gs01NFcjhqRB3Uo+SZY088vqpUBa9PqRFrUvQpHsEXmB+k5T/nmhoTbr5JIOkcqIsPBkkh08RJmOOxB//mu1wjLEHySQJcOvWc0Td6vVjzwpT/xUiLYXotU1fYC3QXPlz161VBxJsetVh8QAvkB3y4Tv5PksRhjb+uRer77CyQ3xizHpLeae9kys+rcqVunWKP2o3XpZgelCsgHti6BQQyVqDuBeUInTpWA5nOlXffzzSevOZHxMmnC3KkQf0q6ByQKC0RYWc3gacfqy3sczn9vUzpdEqS1KsXh/9mC5M4fF/F9LLMzS0CnnuMWCHvkSIcRyM1+GIYkszMInnx1V0GB5ZDNEe2xHo8gyTgwb6ZfEY0Cj/8mCOHQReBnsf1v+cb4s/2KnxOFDrMw1xiSMcNjcfAW1OlI7MDRu6SL+EAyMuPgROiBpwiSfIZsgQaNow1Yh4k/0wdys6mc4PfF0p/pC+vxnN+5YU6Kvjh4ufXdhNpO9+tWy9vE7pqdZ5xZi1HORE/Ny89V3s/p5Vb69XrKgKKQOVEwNYG2s53CxUl8m4hr9et7AgwFf53cIWm4BIMnn2AVPvataugM1gVs++9HoGyqugS5oznsId+H8EtiuPVQNCRPIbRevIQls9yr34GxPE8SO9nWfMOCF8zzX/O+w33O09lx+VA61MiH4ZPjx6rmXhxL0ELhi3oaU/i9/2SXGF6KyPV/CIh5yCBp+eK0fyTTqyKupFsQ1y9B19q1pJcelF1Q54feGSHcQ5wmGg8zsf2eiSUJK83Xss6/kS5854dsmFjnlyGdTDFfd6CLMyIkepwGGThmnQQOIPiFgWIgicmVsH19y0OvzwP/ULr1omVFT/nyXdLcszhz4B8v4NIN+tsb7spxWQjsHckCfvrY3ejjibHODXyIC44+uW6cvw+oYtJaHNBIQxmOmSASAy6PRV9K4v7i777/l44EKqaa5U1KKaxDgT90EbxxpHx5dfZMhepQDQq9w2qadKB6Kygw2TcJPZBjUXfy+LemWyF8SnunT0yE0nWdxWWXGf6jEw4RHIQ+U81XkXW9uzE7xnJp4Hhz5gVQOfLU8/vMtfzHlf3qi5sm8d0oU4dkyQDxuozCIK0aZ2IiD/KM16vK40gMsbBuX/+CQMIJ4KO0CNgu4m0nR/6Oyz7CgfahLIXLLOExkzYLWefUU0euLuWW8vU6yoCikAlR8DWBtrOdwseJfJuIa/XDTcEmLXLrxyIhnPvXLrPPEto1yOCz2j9D2hp98ardWUyWuIyo/l+cBkGzL7FHtyD/fEY8AVmBnjAga6+qrhWPxKGEvkwfYpOSrqTIr5qtcfUk3PzTFLIqDDJPKPxrCGfjJRwEnoKRVDYjaISDevHyYwP9xpC+d3iXESXi6QQ4X7WnTDNnMSZpHTilD0QokiQIw6PlyyQeUa6eS4S7RZHJBjyXBVR9b5IIef1WH/eAOfmdTZtzjdZAwsRqUtMqCLduhwi6ajvrgrvWgoi0xT/48hCxHnVqjwTdeYH0BGoKP14WGZAMcFvcU2Sb5JnJzWfgoH0uF3ctbgvpU19OksddkCYg06M0obDWRMJSyqECL29g6XXm42sBzpF6EBwHCzMEHjq+Z3Gc3hp9+qmNILOFabt79pdIF3R1YCGhriOn7THOE+6Ajf+N/URrgPOdACMhUOBz71Z03jTJYEZDlQF7YqUfwqK8B2h84FigUx75j11QPpRu38l+pWS7xhSOnx0/I2A7SbSdr5bz+JAm9AC2A86nRbDsfgZNC74zvF95DurZSBuPTG9riJQORGwtYG2891CRYm8W8jrdSMNgQWos/8F+2C2+Wa5LTkOW4KTv7AMlVpSC7/MNlmCD95TC8d4jMAe9cciZQSdyGdkZMjq1asNPscee+w/cFq5ciXIIFsVNUD6cMOS32/bts18X7du3f3m8Pi0tDTz871794LsrTK/P/LII0FQiqOtHDznL7/8gv6EbUHiwGTLGNFsPJn2zug6U869B4k5ySprUqjmXrpmnYSaZJzEnDXc/D1rT0goW4GoU41y67biNBYdviNA7QM6CFiKUN4g9nS4NEGtcWlnQg6I/nz0787NK5TPv8hB6n2RqUluD6P1/Eu7DIEiiWdWRLu2ScjYyJE6cCYw/YhOjgG3pcBpIya6T3LfCW06qCFA4b/qyTEmk8MZs6A6Sh2AC7sky2FwsrA8gBkazLyI5mG7iXTmr127Fg6zXcATTp2WLfeDNCcnR1asWGF+xt/xGA5f7WhmZqaxmUX44Hrb4wKkxyxbtkzatWtXcj1nHbSrtK/lDV/sKJ2KvyNb5yf8yyg9HY7H/zvR2BjqTzCLpBHKRwLpFBHN75zeuyIQSQgEy4aWhUmw9qJ79kAwd80aOOzRu7pNG3Opv/76C3um3833hx9+OMR4i8U9f/jhBwRQijMOve116fX5YkMj6TnrvSgCoUKAQb0flnqkV4/qJmWegUkOBhuZPctS3N8gxMsy2Csv/1toL1TrceO8QSfyjz32mNx9990yb948+fXXX+Wmm24qua9Zs2aB+OXJqaeeKvfff7/cc8890rhxY/n444/l3Xfflcsuu0zOOOOM/XC49dZbpWvXrnLmmWfK1KlTzTHffvut+erXr1/JsZzP8zz55JNoWZBSJpZqPN14xfSaFYkAyTsFApdDSyAXpQf870Uop3j2iTqG6Kcjy+DBYTsMsc/NxSYE0XxG8enQIcGn84AZBlddUQMCIgVGR2ExHDfssuA9mDmx4ONGxnDyGix9YOnEgoVZqGFKgdOtSJLhEODP2OvzuH8nmFYhkTSCsQnlpu+1114zduv555+X888/X1q0aFECE392yimnyHHHHSePPvqosZv+2FHa44EDB8qiRYtk6dKl0r9/f3PuAQMG4A9dpowaNcr897p162TatGkyaNAgufPOO6VHjx5lOmJ5rL92lJoSc+YVe81Xr/GghCXfOASpVtsSzsCG9WNNJk4baFucAv2M8spfIund0XtRBBQB1Kz+9pshwoGOA80P1l509OjRct1118nEiRPN3vKCCy4wdvOGG24wy+Y+9vHHHzffv/jii/vtS8u7L39taKD46DxFINIRoObXV1/nytW9q/8jMDAHGmPHtks0ulTeItORhklQifx3330nixcvlhtvvBH1DDnGuA0ZMgSbfdZF58pdd91lNoqNGjWSN954Q44++mjzRc8miTlJvUPkucnk/Bo1IACGyD6JvPd49tlnzWaU4+eff5b33ntPNm/ebDa7SuQj7TXV+/EXAZJrpvIzek6NAe+IPnt5MpOCkXeWOKyFsj/JFhX02eaQKfrvz8oyqdCJaEjAdOmH7k2Tnfs6LNAosk0IyRnVQZnpwdolJsIkoHyC1+X1Sc4KwdhY48/MgPoQGnzvrfoRE4UNxib0yy+/NLaN2UmMvM+dO7eEbPOZe9u5YcOGGYI9YsQIn+woo0NffPGF2Vh6PB5jGx944AHZuHEjnmmBOQ83nhwzZ85EFsYhctppp5k1MPpEB0JZw2YTSscOM3w24+sXdJLYCo0Pltqw/GQTumAwIyQPJTMsB6FDidoejNrzfaoJ4UdUy5mSIQp3UiQzMQniNsgU4vEUxGE7T2p50InEspeGDVgOVGg6gaSlxUEMh5kksTiLIKsoRpjZwuOYYcLreJfjlM5O8vczWJmOJ+7UKdGhCFQmBIJhQ8tyBARzL+rgNX/+fOPE7NWr134Qcp9KMk9n6Ndff21s9MGGjQ092Ln194pANCHAyDv3n9GcFRxUIj9nzhxsmDKke/fu5j2iR5TkPRY7iB07dpho0vDhw0166EcffWTIPaPtHBMmTNiPyM+ePdsQcqY0cZPLzS7PQWPJyNJJJ51k0pz4s/Hjx0vv3r3l4YcflqFDhyqRj6ZPsd5rSBAgwWHElKOs2vgfISryMzoJUDuB4otd0KeTauVMvZ8I0UHWJVH9fzcI1C3Xp0IMsdh5wHKMSBnB2ITSDt58881GB4Gp7Yz0MDrvDO/IzwsvvIAe7a1lxowZPtnRTz/9VFiydPnll5fYYzo/k5KSIAyzxRB7h8jzAEb/O3bsaCJPzKqqX79+mY8qlJtQ6l5sQHYH1WqZPUI9iWxkjrDzwzZ03BCQ+BhkgbA15m6Qfx7PL5aSUAiSXnc6p7Ky0NIT2SQk9XFIBCHZ5zF8B+kUIJGnHkgVtJngfxcwG5ZVRjh3LNp7xuJfiuPEgfzy/Y/BcQ4ZpuZHLM5JHQsOEn62BGWrTp6L9Xf8nqVIVfBzeLOKr4t/2X2C16SDgp8v9tjlhUuuj8O99UG4Dn4WOYcOjOKMGUzBNeJxbq6RP2e3DDrR4uLgwMN/8DrUEuE6eA5qauA3cIzDeQFcEoBncnKs6U7CNRDnwkI6MniUoNVPrLkW741ZOZzPLinElo5BYsIvXpOOEh7HicSmZk1ev7hLB1sG0dFHDRA6EJklVCx8WrxupkEmYE42fk/s+AyILbt18PecQ+cK23ryObLkxwi64nIUWGVpEteVBBFVPl8+bzooWSbEZ0Ls2OmDpWC8FnGh+jFxo5OTz6omNGRSgAszlKodgjXhXLwfOpJigSX/Jf7EmBcmLs5569eNM+8In1+J0CxeU4MPfm4sKH7B0haei2s1w4jS4v94vziO92rePXyZQ4qhMNfkWvgz/svfs6TJaY8a7rY0GDa0LCIfzL0o7d3WrVvlp59+krPPPtvsU53BIBIzQWlXmYFKm0unaRxe1iuuuKKkFKr0cwqlDQ33d0LXrwgoAv4hUCmJPKNDdAhwA8pNpUPknVtj9P6zzz4zkaZ7771Xbr/9dmMwD0TkaVw3bdqEjUfkCBz496j1aEUg+hBg7SKjy6EYwdiEVhYizwwp2tBLLrnEEHpmTfH70iPS7SjJuhGJLADxS2Q2SzHrMqUACUWyN7OYpGbhq1bNYqJLMpy+k6QrBuS4CIQQpJCkMjsWm/pCQ9QOOaTIOCPq1iExJ0EFycS5mcVCrYp4nJu8rqAAZLs6BDL3kAiCqIP41kwFycV64uMKQVKhZ/JHLIhtAYgoMxNIylESg/aVO7AGHl+E89WuTSJKJ0dxtxDK0YCmo6whBj14kSWzKwbkpJjoVoktkqaH0rkBpwYcDvz319/gbEjKB0lF2UPtAnTzAOEGad+0Gdk9DXD/uL8CrGnXTmba4N7gmOAVtkDqZi3mNjk0Hx1VYuW3dYJsi+JynaaHoj1QCglzcRkPHRFcM0l8agqOSSomwzm5VeAcLCa4hzYmka9i8KUDYk8GSDZYbRGOS0NZ8ppfuS4+F3ZWKQIewHZHFeBLzOiM3NdxBUJHdCIww8jjQfZFlSJJSeWzZpcRzM8qdt7koKMKnS544ga7QvyeQqx0+uTlwZlDpwGyQJKSuF5giNaqxLciB1u5jn3l7/ZLFXHtUNnRYNjQUBN5B1/uRUnQnYj79OnThQ4DpzzJ+zmMHTtWWrVqJR06dIg6G1oR76NeQxEINwRCZUOJQ1CJPMWTFixYIKxrp3jTyJEj5b777jOp9fkIDzD9iL9r0qSJiQSxVv5f//qXeR7eEXmKM1HYjuPzzz83QiKsHa1TB7ugfeOhhx4y0X6KPtHbzeP/97//Sc+ePcs0nkwlZbq/DkVAEYgeBOi4K0/80haFYGxClyxZYgQ6ueljxIdfV155ZcnSvFPrmcLJsiVmOvliR51o0R133AFiuEeee+45Y4+JR+mIPFPumTJKgSaWNXEj6q1B4ixI7ajtW6PzIwkBOl7ofKgCxwCdAhzMamCEnRkOxXH14ug7o+p0EBSP4u94hInGFwfn4aQo/r54TnEk3rhITAS/OPKfCMdFRY9Q2dFg2NCyiHyw9qLeODNjatKkScaGvvnmm6YUqVu3bibjlIPZT45YM0l/s2bNyixPUhta0W+vXk8RcB+BUNlQ3llQiTxPSO8ka9qpXE8DyxR4pmk+8cQTpl6T6Uf8uVNL70TLSqfWO7B7R+TpAW3atKkxmHQUeNcipaenHzS13v1HqStQBBSBSEEgGJvQRIQIX3nlFbMhpE28/vrrjfIxI/XMNuKGkX8AjjjiCPnzzz+N0JI/dpRCesccc4wpSWJKqFP3XprIs7aTTlE6Vhll4nWOOuqoSHlUeh+KgCJQCREIhg0tTywvGHvRDRs2yFdffWUESOlk5b+0oSxLOvfcc0sQ5b50586dRu+JxJ5zrr322v2CT5UQfl2SIqAIRAACQSfyEYCJ3oIioAgoAgdFIJSb0INeXA9QBBQBRSDMEVAbGuYPUJevCCgCriOgRN71R6ALUAQUgXBEQDeh4fjUdM2KgCJQWRBQG1pZnoSuQxFQBMIVASXy4frkdN2KgCLgKgK6CXUVfr24IqAIhDkCakPD/AHq8hUBRcB1BJTIu/4IdAGKgCIQjgjoJjQcn5quWRFQBCoLAmpDK8uT0HUoAopAuCIQNUSeonnZ6BvE3p5UG62sg633KGrF0bdv35JlUkWayv9du3Y1AipUPn333Xdlx44dRmn6tNNOM8dStIqiLFRP5bFuj82bN5tWgU4v6x9//FHYPpCjd+/epqc1x5gxY8y/V199telykIumvnxmhZD0Pe644+Tf//63q7fC7gm//PKL6aDgtOViP2/2l6Xq+H/+8x+zPue4lJQUufjii43wDZ8RhRrZuob35+agmi+FeIg78efg+qZNm2bWetFFF5l75LvGLhBsA3niiScawTSOWbNmCXvgHnbYYdK5c2c3b8UIC2VlZZne6jZj/PjxRjjT39aU0bgJVTtq86YFPlftqNrRwN+eA8+kHeXeiJ0zbEYgdlRtqO5Fbd45f+aqDVUb6s/74s+xlXkvGoO2bmX2ObE1vv4AZHtsHprCPv3009KlSxdp0KCBPPLII6Z9U2Uk81Tep6o/iRMJEwkWCcYzzzwj55xzjlGuHjZsmGl/smjRIkO2qJx6//33yw033GBIF8kX2/x98MEHBrru3bvbQhjwfG4O2PKKpPzhhx82LQJfeukl0zZw4cKFxmFBZwPVudkii86JESNGCNtsvffee6a7wfHHHy8PPvig+SIRdmMQSzoULrzwwpLLE2d2XDjrrLPM+0RHBckxCfHgwYOFJJ/vGJ/l8OHDTecGOgI++eQTGTRoUEnLmoq8n+3btwtVzIn322+/bS5N/In3NddcYwg8nxdbkY0ePVratWsnzZs3N+/cwIEDjfL5999/b1qfse84yT07VLgx6Bihujvf/5NPPjngJcybN888qyeffLLEqeTryWztoO18X9cZjOPUjqodtX2P1I6qHS39DtnaQNv5tu+0P/PVhqoN9ed9KetYtaFqQ8t6LyI+Is9WdS+88IIhIxz8lz3pSVIq89i4caOJuDOC+/LLLxvyy0FSSPL4zjvvSP/+/U10nuSQJNnj8ZjepSS/q1atktdff904Mdwa3333nYlYM0OA5PHDDz80zhSH/JEAX3bZZTJ16lTze46bb77ZEF223aJDglFi/r5hw4bSsWNHV26Fzodbbrml5No5OTmG7NL5wHXR6UBS/9dffxmHS+3atU2fbpLdM844Q1asWGFa0XAMGDBAHnroIalRo0aF3wuj8czYYIszfs8+4+edd55MnjzZOIK40Rg6dKhphTZu3Djj9GJmAbNBOnToYN4zBweS6Pnz55v7cWu89dZbcuihh+5H5Hkf7JP+/PPP7+f44f0wg4Dvn/eg44IOImLiZIf4ej+2m0jb+b6uMxjHqR1VO2r7HqkdVTta+h2ytYG2823faX/mqw1VG+rP+1LWsWpD1YaW9V5EPJFnOg1TvhgR5Rg5cqSJkp5wwgm2n6mQzWckm1H4s88+26QNc/233XabuR4/yIyEMiI8ZMgQqVWrljBdnWSZRIzEkWR+/fr1xoFBskySWdGDRG/JkiUm0suIL4n6pEmTTJ9qfnEwSk8iz6ioQxBJ3um8IJHn/THNfvbs2Saqz97Wbgy+O506dTLlCkydv+6668zamCWQmppq1k+HRWZmpsmA4DMhqSdJ/O9//2t+x/vkYPbEnXfeaea5MRh55rXXrl1rUuvZW5wRaX7PjAi+LywTYImH8+7QacQ5JP+33367WTadE4zq8xm6NbyJ/KZNm0w/dr5nu3fvNmun08t590sT+T179pjPGMtXeH9K5A/8FCPZjtKxxmyUaLCjdEJ6ZxZV5GdX7aja0dLvmy0Rt51fke9/JNtQ3YtWzJukNlRtaFQSeUZGGZlmBJWD5IqRXdZdV8bBP0wvvvii9OzZ06yRhIP144z+cpCc0wnBFG6SlrS0NFNzTmLGiPxJJ51kat2c8zzxxBN+1/7a4sI0dKaXsyyAg5kFTD0n+aNjwqm3ZsSXP2cZAbMLOEhyb7zxRkPk+cxI5BnJZ2SeadRujKeeespkCXDQkcKMAqeEgdF3OhqYEUECyU0ynwm973yOzJ5gdgW1GTjoqGB2hRtEnunodDaQtH/zzTfGKcEINn9O5wlLNUiAqbdAcsvsFZYHMCOiSZMmwgwLx6FEUk8HAB0Tbg1vIr98+XKZMGGCKQVwBt8t/pxfdGzVq1fPEHs6W/hOJiYmSps2beSjjz4yz4nvpj/PxXYT3VsdUgAADZNJREFUaTu/InGPZDvKUiU639SOhvaNUjuqdrT0G2ZrA23nh/aN3//skWxDdS9aMW+S2lC1oWW9aREfkScRpreQX0ydJfFgOjBToivj4PoeffTRkqUxOs+oJwk5o9JMfSbpnTJlikmBZkSVqc+nn366qTnnHwsSlcWLF8vSpUtNRNzNQZkFJyLP+n9ulumk4GC9NrULeH+vvvqq0QTgpppRYzovWItNAs/SAkZO3aqR905noiOF+JI0sr6cRJC/Z+o5STK/mMJN8QuKytFpQacLnyt/xnvmu8j074oezOygzsIpp5xiLk2c+/XrZxwOdLwwWscoNtfHP8yMvpP88vn16tXLpOWT0NORRI0DCs25KXjnTeRZSsJ3hvdU1igvtZ7HMktHI/IHfhvVjkaGHeV77obt4duldlTtaDQTebWhkWFDdS9qv3PVveg/yzxDtReNCLE7grNy5UqTKlytWjWTNty+fXv7NzEEZ5g7d6588cUX0qhRI3N21lEzqkiRNEZIGemlejtr4EnamarOlFA6KHgciT7JDCONJMCVQaHfm8jznlg3zsgvU8+ZTs8IKFPwWW/N58PIaIsWLcwzY9S7fv36hkwyrT4mJiYEqB/8lHSI8P1h9J3PhhoLxJ+p5cSaddf8GTMRSIr53JgdQYNPJXSm3vMZcvA+WNftxqDYHZ0KzHKg8nyfPn2kadOmJqOAUWvWw9MhcfTRR8vq1atNJgSdJ4xUn3nmmUZMkWKEfCZ8VldeeaUbt1FyTW8iT7z5GeFzSU5ONlk3dLI4gxF5rrusOngl8r49RrWjvuEUiqPUjqodDcV7xXO6aUdtI+q280OFaXnnVRta0Yj/fT21oWpDQ/X2uWlDeU8RH5EP1YPT8yoCikB0I2C7ibSdH93o690rAopAuCNgawNt54c7frp+RUARUASUyOs7oAgoAopAAAjYbiJt5wewZJ2iCCgCikClQcDWBtrOrzRA6EIUAUVAEQgQASXyAQKn0xQBRSC6EbDdRNrOj2709e4VAUUg3BGwtYG288MdP12/IqAIKAJK5PUdUAQUAUUgAARsN5G28wNYsk5RBBQBRaDSIGBrA23nVxogdCGKgCKgCASIgBL5AIHTaYqAIhDdCNhuIm3nRzf6eveKgCIQ7gjY2kDb+eGOn65fEVAEFAEl8voOKAKKgCIQAAK2m0jb+QEsWacoAoqAIlBpELC1gbbzKw0QuhBFQBFQBAJEQIl8gMDpNEVAEYhuBGw3kbbzoxt9vXtFQBEIdwRsbaDt/HDHT9evCCgCioASeX0HFAFFQBEIAAHbTaTt/ACWrFMUAUVAEag0CNjaQNv5lQYIXYgioAgoAgEi4AqRHzdunHg8nv2W3KNHD6levbqsX79e5syZU/K7hIQE6dOnj8+398EHH/h8LA/s0qWLT8dnZGTI8uXLJTk5Wdq2bevTHJuDli1bZqZXxLVs1qlzFYFoRcB2E2k7P1R2NFQ2lO9JRdpRtaHR+snU+w4XBGxtoO38UNlQ4h8qO1qRNpT3oXY0XD5Nus5oRcAVIv/aa69J3759D4h5enq6zJ49W/bu3XvQY71PROPpkHOegyMtLc38W/q/vY892AvAY5s2bWrOwfOFmmAvXrzYLOnYY4892NL094qAIuACArabSNv5obKjobKhzua2ouyo2lAXPhR6SUXADwRsbaDt/FDZUMfW6V7Uj5dBD1UEFIGAEKiURN4h8Z07d5bp06cHTORLb+RK/7c/RH7y5MnC9WzatMl4KJk9UN4g0e/QoUNAD8SZpJtQK/h0siIQcgRsN5G28w+2CQ3UjnrbxWDaUD6QirSjakND/hHQCygCVgjY2kDb+aGyoaWJfDDtaEXaUN6H2lGrV1wnKwIhR6DSEXnvzScJ8cEMbWmEuAkliWaKPkl3w4YNS6LaNEjOzxgVWrRokc+p9ZzH4xMTEw2hZ8p/KIcaz1Ciq+dWBOwRsN1E2s4/kG20saOhsqFEvCLtqNpQ+3dcz6AIhBIBWxtoOz9UNtQh8roXDeXbo+dWBBQBIlDpiDyj3STfTjo8CTlJt6/DexPKOZzrnVrP8zk/94fIcw7r+p30/PLW06BBA1+XesDjdBMaFBj1JIpAyBCw3UTazj/QJtTGjobShlakHVUbGrJXX0+sCAQFAVsbaDs/VDa0NJHXvWhQXhc9iSKgCJSBgCtEnmIdB0pNt3lS/qTL+3Ms10QngCP8Ud4a6YF1HAf+3IeTLuXMLb0JpQPBX8eDP9fXYxUBRcA/BGw3kbbzQ2VH/bGL/hzroBsqO6o21L/3V49WBNxGwNYG2s4PlQ11iLyvYsr+2tFQ2VCuW+2o258Kvb4i4B8CrhB5f5bor6H1xyD6c6w/aw7k2NKpsN5EvvTvAjm/zlEEFIHgImC7ibSd78/d+GNH/bGL/hzrz3oDOVZtaCCo6RxFwD0EbG2g7Xx/7twfGxpqIu/Puv09Vu2ov4jp8YqAuwi4QuRXrVolrVq1MndOo8G6yfJU4NkexN/2c05dEs8fzNR6no/GnEr6ZQ22prPJNPA2oN4lAFTvZ11+IJF+d18vvboiELkI2G4ibeeHyo6GOrU+lHZUbWjkft70ziIPAVsbaDs/VDbUIfK6F428d1bvSBGobAi4QuSduiRfIs2VRezOeXCOYF5ZD7Jly5YlDopAH7SDSe3atc0ptm/friQ+UDB1niIQQgRsN5G280NlR0MpdlcRdlRtaAhfej21IhBEBGxtoO38UNnQ0kQ+mMLLFWFDeQ21o0F80fVUikAIEXCNyHfv3t30iT9YpDkQIu/UJQWz5UcIn8E/Tk0Dys00B+9FI/EVib5eSxHwDQHbTaTtfNrGUNjRULaf8w1Z+6PUhtpjqGdQBEKNgK0NtJ0fKhvqEHndi4b6DdLzKwKKgGtEnmnoByPxfDw2RN5RmPdWrec5nf8OtL6zLPX6YKnVO68kU/g5bFL19fVWBBSB0CFgu4m0nU/bGAo76m0XQ2VD+VRCbUfVhobu3dczKwLBQMDWBtrOD5UNLU3kQ2VHQ21DeR9qR4Pxpus5FIHQIeAKkWfdOw2QMzp16mRS0mkwpkyZst/dsl+7vzXy/sDlq6qo9zm5zgULFpT8iGtkLVSgpJuZCd54HGj9vBYdIDoUAUXAXQRsN5G280NlR51sIF/RDcSGOhvEYNlRtaG+Pi09ThGoPAjY2kDb+aGyoQ6R9wfpQOyo7kX9QViPVQQiEwFXiHxkQql3pQgoAtGEgO0m0nZ+NGGt96oIKAKRh4CtDbSdH3mI6h0pAopAtCGgRD7anrjeryKgCAQFAdtNpO38oNyEnkQRUAQUAZcQsLWBtvNdum29rCKgCCgCQUNAiXzQoNQTKQKKQDQhYLuJtJ0fTVjrvSoCikDkIWBrA23nRx6iekeKgCIQbQgokY+2J673qwgoAkFBwHYTaTs/KDehJ1EEFAFFwCUEbG2g7XyXblsvqwgoAopA0BBQIh80KPVEioAiEE0I2G4ibedHE9Z6r4qAIhB5CNjaQNv5kYeo3pEioAhEGwJK5KPtiev9KgKKQFAQsN1E2s4Pyk3oSRQBRUARcAkBWxtoO9+l29bLKgKKgCIQNASUyAcNSj2RIqAIRBMCtptI2/nRhLXeqyKgCEQeArY20HZ+5CGqd6QIKALRhoAS+Wh74nq/ioAiEBQEbDeRtvODchN6EkVAEVAEXELA1gbaznfptvWyioAioAgEDQEl8kGDUk+kCCgC0YSA7SbSdn40Ya33qggoApGHgK0NtJ0feYjqHSkCikC0IaBEPtqeuN6vIqAIBAUB202k7fyg3ISeRBFQBBQBlxCwtYG28126bb2sIqAIKAJBQyAgIr9u3Tpp1qxZ0BahJ1IEFAFFINwQsLWDtvPDDS9dryKgCCgC3gjY2kDb+fo0FAFFQBEIdwQOZAdjijDKusE//vhDateuLUlJSeF+/7p+RUARUAT8RiAnJ0e2b98ujRs39nuuM0HtaMDQ6URFQBEIcwTUhob5A9TlKwKKgOsIHMyOlkvkd+3aJR6PR+rWrev6TegCFAFFQBGoaAS2bdsmCQkJkpqaGvCl1Y4GDJ1OVAQUgTBHQG1omD9AXb4ioAi4jsDB7Gi5RJ4rZzQpOTnZaiPrOgK6AEVAEVAE/ESABHzv3r1W0XjnkmpH/QRfD1cEFIGwR0BtaNg/Qr0BRUARcBkBX+zoAYl8Xl6ebN261USlatSooWn2Lj9QvbwioAiEFgGmMO3Zs8dkI9WrV0/i4+OtL6h21BpCPYEioAiECQJqQ8PkQekyFQFFoNIi4I8dPSCRd+7Q8QhwQ1pOSX2lBUMXpggoAoqALwjExMQY4h6qLCS1o748BT1GEVAEwhUBtaHh+uR03YqAIlBZEPDXjvpE5CvLzek6FAFFQBFQBBQBRUARUAQUAUVAEVAEFIFoR0CJfLS/AXr/ioAioAgoAoqAIqAIKAKKgCKgCCgCYYWAEvmwely6WEVAEVAEFAFFQBFQBBQBRUARUAQUgWhHQIl8tL8Bev+KgCKgCCgCioAioAgoAoqAIqAIKAJhhYAS+bB6XLpYRUARUAQUAUVAEVAEFAFFQBFQBBSBaEdAiXy0vwF6/4qAIqAIKAKKgCKgCCgCioAioAgoAmGFwP8DMm4Bz1N0+CIAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在验证集上mIou效果还不错\n",
    "\n",
    "![图片.png](attachment:1dd28f12-a452-43a3-855f-e87be831ad77.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 六、模型验证\n",
    "直接使用验证集进行mIou验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import paddle\n",
    "from paddleseg.core import evaluate\n",
    "#\n",
    "model = UNet(num_classes=2)\n",
    "\n",
    "model_path = 'output/demo1/best_model/model.pdparams'\n",
    "para_state_dict = paddle.load(model_path)\n",
    "model.set_dict(para_state_dict)\n",
    "evaluate(model,val_dataset)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 七、测试集分割\n",
    "这处批量测试和还原直接抄了[驾长风](https://aistudio.baidu.com/aistudio/personalcenter/thirdview/725102)大佬的脚本，因为懒且菜"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false,
    "execution": {
     "iopub.execute_input": "2022-02-26T08:45:26.850321Z",
     "iopub.status.busy": "2022-02-26T08:45:26.849699Z",
     "iopub.status.idle": "2022-02-26T08:45:28.017389Z",
     "shell.execute_reply": "2022-02-26T08:45:28.016635Z",
     "shell.execute_reply.started": "2022-02-26T08:45:26.850282Z"
    },
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1301: UserWarning: Skip loading for cls.weight. cls.weight receives a shape [19, 64, 3, 3], but the expected shape is [2, 64, 3, 3].\n",
      "  warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1301: UserWarning: Skip loading for cls.bias. cls.bias receives a shape [19], but the expected shape is [2].\n",
      "  warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1301: UserWarning: Skip loading for conv.weight. conv.weight receives a shape [19, 64, 3, 3], but the expected shape is [2, 64, 3, 3].\n",
      "  warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
      "/opt/conda/envs/python35-paddle120-env/lib/python3.7/site-packages/paddle/fluid/dygraph/layers.py:1301: UserWarning: Skip loading for conv.bias. conv.bias receives a shape [19], but the expected shape is [2].\n",
      "  warnings.warn((\"Skip loading for {}. \".format(key) + str(err)))\n",
      "100%|██████████| 90/90 [00:00<00:00, 371542.68it/s]\n"
     ]
    }
   ],
   "source": [
    "#批量读取原始Nii，到模型预测，再把结果保存nii格式\n",
    "from paddleseg.models import UNet\n",
    "import cv2\n",
    "import os\n",
    "import paddleseg.transforms as T\n",
    "import paddle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "\n",
    "\n",
    "transforms = T.Compose([\n",
    "    T.Resize(target_size=(512, 512)),\n",
    "    T.Normalize()#mean Default: [0.5, 0.5, 0.5]  std Default: [0.5, 0.5, 0.5].\n",
    "])\n",
    "\n",
    "def read_intensity(path):\n",
    "    #设置窗宽窗位\n",
    "    ww = 350\n",
    "    wc = 50\n",
    "    min = int(wc - ww/2.0)\n",
    "    max = int(wc + ww/2.0)\n",
    "    sitkImage = sitk.ReadImage(path)\n",
    "    intensityWindowingFilter = sitk.IntensityWindowingImageFilter()\n",
    "    intensityWindowingFilter.SetOutputMaximum(255)\n",
    "    intensityWindowingFilter.SetOutputMinimum(0)\n",
    "    if 'mask' not in path:\n",
    "        intensityWindowingFilter.SetWindowMaximum(max)\n",
    "        intensityWindowingFilter.SetWindowMinimum(min)\n",
    "    sitkImage = intensityWindowingFilter.Execute(sitkImage)\n",
    "    return sitkImage\n",
    "\n",
    "\n",
    "def cnt_area(cnt):\n",
    "    area = cv2.contourArea(cnt)\n",
    "    return area\n",
    "\n",
    "\n",
    "#加载模型\n",
    "model = UNet(num_classes=2)\n",
    "model_path = 'output/demo8/best_model/model.pdparams'\n",
    "para_state_dict = paddle.load(model_path)\n",
    "model.set_dict(para_state_dict)\n",
    "model.eval()\n",
    "\n",
    "path = \"work/traindata/data/\"   #图像读取地址\n",
    "savepath = \"output_image/\"  # 图像保存地址\n",
    "if not os.path.exists(savepath):\n",
    "    os.mkdir(savepath)\n",
    "\n",
    "filelist = os.listdir(path)  # 打开对应的文件夹\n",
    "total_num = len(filelist)  #得到文件夹中图像的个数\n",
    "\n",
    "\n",
    "# 后十个样本\n",
    "index_dict = {81,82,83,84,85,86,87,88,89,90}\n",
    "l = 80\n",
    "for f in tqdm(range(total_num)):\n",
    "    if str(l + 1) in index_dict and str(l + 1) <= 90:\n",
    "        continue\n",
    "    if str(l + 1) > 90:\n",
    "        continue\n",
    "    nii_path = path + str(l + 1).zfill(3) + '.nii' #拼接图像的读取地址\n",
    "    sitkOrigin = sitk.ReadImage(nii_path)\n",
    "    sitkImage = read_intensity(nii_path)\n",
    "    numpyImage = sitk.GetArrayFromImage(sitkImage)\n",
    "    d,h,w = numpyImage.shape\n",
    "    new_numpyImage = np.zeros((d,h,w)) \n",
    "    \n",
    "    for i in range(d):\n",
    "        #模型预测\n",
    "        data = cv2.flip(numpyImage[i,:,:],0)\n",
    "        data = data.astype('float32')\n",
    "        data = np.expand_dims(data,axis=0).repeat(3,axis=0)\n",
    "        data = np.transpose(data, (1,2,0))\n",
    "        data,_ = transforms(data)\n",
    "        data = data[np.newaxis, ...]\n",
    "        data = paddle.to_tensor(data)\n",
    "        output = model(data)[0].numpy()\n",
    "        output = np.argmax(output,axis=1)\n",
    "        output = np.squeeze(output)\n",
    "        output = cv2.flip(output,0)\n",
    "        output = Image.fromarray(output)\n",
    "        output = np.array(output, np.uint8)\n",
    "        #print(output.shape)\n",
    "        ret,threshold = cv2.threshold(output,127,255,cv2.THRESH_BINARY)\n",
    "    # print(threshold.shape)\n",
    "        contours, hierarch = cv2.findContours(output,cv2.RETR_LIST,cv2.CHAIN_APPROX_NONE)\n",
    "        contours.sort(key=cnt_area,reverse=True)\n",
    "        a=0\n",
    "        count=0\n",
    "        b=len(range(d))-15\n",
    "        if len(contours) > 0:\n",
    "            for n in range(0,len(contours)):\n",
    "                threshold = cv2.drawContours(threshold,[contours[n]],0,0,-1)\n",
    "                if a < cnt_area(contours[n]):\n",
    "                    a=cnt_area(contours[n])\n",
    "                    count=n\n",
    "            \n",
    "            threshold = cv2.drawContours(threshold,[contours[count]],0,255,-1)       \n",
    "            _,output = cv2.threshold(threshold,127,255,cv2.THRESH_BINARY)\n",
    "\n",
    "        if i<8:\n",
    "            if len(contours) > 0:\n",
    "                for n in range(0,len(contours)):\n",
    "                    threshold = cv2.drawContours(threshold,[contours[n]],0,0,-1)\n",
    "        if i>b:\n",
    "            if len(contours) > 0:\n",
    "                for n in range(0,len(contours)):\n",
    "                    threshold = cv2.drawContours(threshold,[contours[n]],0,0,-1)\n",
    "    \n",
    "        output = threshold\n",
    "        output =output.astype(np.float32) / 255\n",
    "        new_numpyImage[i,:,:] = output\n",
    "    #numpy格式转换成nii格式\n",
    "    new_sitkImage = sitk.GetImageFromArray(new_numpyImage)\n",
    "    new_sitkImage = sitk.Cast(new_sitkImage,sitk.sitkUInt8)\n",
    "    #设置和原始nii数据一致的信息\n",
    "    new_sitkImage.CopyInformation(sitkOrigin)\n",
    "    sitk.WriteImage(new_sitkImage, savepath + str(l + 1).zfill(3) + '.nii')\n",
    "    l+=1\n",
    "    time.sleep(0.00001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 八、计算3D Dice系数\n",
    "鉴于项目的数据取自2021 年（第 14 届）中国大学生计算机设计大赛 人工智能挑战赛-医学影像赛道，该比赛以3D Dice系数为模型的评价指标，所以很多选手都使用[磁共振脊柱多类别分割比赛的计算方法](https://aistudio.baidu.com/aistudio/projectdetail/1806939)，以下便是批量计算Dice的脚本。\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import nibabel as nib\n",
    "\n",
    "def cal_subject_level_dice(prediction, target, class_num=2):\n",
    "    '''\n",
    "    step1: calculate the dice of each category\n",
    "    step2: remove the dice of the empty category and background, and then calculate the mean of the remaining dices.\n",
    "    :param prediction: the automated segmentation result, a numpy array with shape of (h, w, d)\n",
    "    :param target: the ground truth mask, a numpy array with shape of (h, w, d)\n",
    "    :param class_num: total number of categories\n",
    "    :return:\n",
    "    '''\n",
    "    eps = 1e-10\n",
    "    empty_value = -1.0\n",
    "    dscs = empty_value * np.ones((class_num), dtype=np.float32)\n",
    "    for i in range(0, class_num):\n",
    "        if i not in target and i not in prediction:\n",
    "            continue\n",
    "        target_per_class = np.where(target == i, 1, 0).astype(np.float32)\n",
    "        prediction_per_class = np.where(prediction == i, 1, 0).astype(np.float32)\n",
    "\n",
    "        tp = np.sum(prediction_per_class * target_per_class)\n",
    "        fp = np.sum(prediction_per_class) - tp\n",
    "        fn = np.sum(target_per_class) - tp\n",
    "        dsc = 2 * tp / (2 * tp + fp + fn + eps)\n",
    "        dscs[i] = dsc\n",
    "    dscs = np.where(dscs == -1.0, np.nan, dscs)\n",
    "    subject_level_dice = np.nanmean(dscs[1:])\n",
    "    return subject_level_dice\n",
    "\n",
    "def evaluate_demo(prediction_nii_files, target_nii_files):\n",
    "    '''\n",
    "    This is a demo for calculating the mean dice of all subjects.\n",
    "    :param prediction_nii_files: a list which contains the .nii file paths of predicted segmentation\n",
    "    :param target_nii_files: a list which contains the .nii file paths of ground truth mask\n",
    "    :return:\n",
    "    '''\n",
    "    dscs = []\n",
    "    for prediction_nii_file, target_nii_file in zip(prediction_nii_files, target_nii_files):\n",
    "        prediction_nii = nib.load(prediction_nii_file)\n",
    "        prediction = prediction_nii.get_data()\n",
    "        target_nii = nib.load(target_nii_file)\n",
    "        target = target_nii.get_data()\n",
    "        dsc = cal_subject_level_dice(prediction, target, class_num=2)\n",
    "        dscs.append(dsc)\n",
    "    return np.mean(dscs)\n",
    "\n",
    "sum = 0\n",
    "for file_id in range(81, 91):\n",
    "    pred_path = r'output_image/%03d.nii' % file_id\n",
    "    gt_path = r'work/traindata/label/%03d.nii' % file_id\n",
    "    a = evaluate_demo([pred_path],[gt_path])\n",
    "    sum += a\n",
    "    # print(file_id,end=':')\n",
    "    print(a)\n",
    "print('平均值:')\n",
    "print(sum/10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 九、工具部署\n",
    "下载图像化小工具\n",
    "\n",
    "导出最佳模型\n",
    "\n",
    "搭建好环境就可以使用了\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 演示\n",
    "\n",
    "![](https://ai-studio-static-online.cdn.bcebos.com/0e63adcf108c40d18240e70268b851f30d75f65ec94d463e898dd97791d25f72)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 总结和升华\n",
    "* 这个项目在十个陌生样本上的3D Dice只有0.4~0.5，算是比较垃圾啦，因为几乎没有调优，对于切片数量比较大的陌生样本，这点数据太少了, 将该模型作为预训练模型，然后放入所有切片，3D Dice 可以达到0.62+。\n",
    "* 可以使用裁剪或者放大的方法，因为病灶实在太xiao了。\n",
    "* 虽然数据归一化和更改窗宽窗位在一定程度上增大了病灶和组织之间的对比度，但是相当于肝脏和肝脏肿瘤的对比来说，咽喉癌肿瘤的边界还是太模糊，应该采取更有效的数据处理方法进行处理。\n",
    "* 可以根据数据的特点设计更适合的模型。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 个人总结\n",
    "> [个人主页](https://aistudio.baidu.com/aistudio/personalcenter/thirdview/764763)\n",
    "\n",
    "> 感兴趣的方向为：图像分类，图像分割等。\n",
    "\n",
    "> 有时候会写一些图像分类，图像分割的baseline\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 碎碎念\n",
    "这次项目参照了别人的和自己比赛时的项目改的，只是简单的跑出结果。\n",
    "\n",
    "2021年的[中国大学生计算机设计大赛](https://baike.baidu.com/item/%E4%B8%AD%E5%9B%BD%E5%A4%A7%E5%AD%A6%E7%94%9F%E8%AE%A1%E7%AE%97%E6%9C%BA%E8%AE%BE%E8%AE%A1%E5%A4%A7%E8%B5%9B/9247917?fr=aladdin)对于我意义非凡，这是我第一次接触深度学习，也是第一次接触飞浆，将我带进的新世界。\n",
    "\n",
    "机缘巧合下，常规赛的方案加精了，进了一个充满“正能量”的群，让我学到了很多东西，并且在2021年的[科大讯飞算法赛](http://challenge.xfyun.cn/)取得挺好的成绩也是因为群里的大佬（因为菜，至今都只是天天窥屏）。\n",
    "\n",
    "大佬都是热心肠的~\n",
    "\n",
    "很是惭愧，因为基础不牢，所以深度学习至今还未入门。\n",
    "\n",
    "往后我会继续努力，希望在这次AI达人创造营把深度学习给入门了。\n",
    "\n",
    "乏了~搬砖去了\n",
    "\n",
    "群里窥屏我还会继续的(●ˇ∀ˇ●)\n"
   ]
  }
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